Introduction

In gonochoristic species, sex is determined by sex chromosomes in the case of genotypic sex determination (GSD), or by environmental conditions, such as temperature (temperature-dependent sex determination, or TSD)1,2, photoperiod3, social factors4,5, water pH or oxygen availability6,7,8. The main GSD systems include the male heterogametic XY system and its variant X0, and the female heterogametic ZW system1,2. In fish, while TSD is rare compared to GSD9, it has been reported in dozens of species, such as Menidia menidia10, Hoplosternus littorale, Odontesthes argentinensis, Limia melanogaster, Poeciliopsis lucida, and species of the Apistogramma genus9. However, different sex determination mechanisms can act in the same species2,9,11, and environmental modulation of sex ratio in species with GSD is common2,12. For example, the effect of temperature on sex determination is reported in the model cyprinid fish Danio rerio, which has the ZW sex determination system combined with sex-linked single nucleotide polymorphism (SNP)13. The effect of temperature on species with GSD was also reported in Menidia10, Carassius auratus and C. carassius9. Hence, multiple intermediate states between GSD and strict TSD exist, and GSD and TSD have been proposed as the two ends of a continuum14. In both GSD and TSD species, sex determination relies on the activation of specific genes. For example, sry of the Y chromosome is a major male-determining gene in mammals (for review, see Waters et al15.). Inversely, cirbp has been proposed to be specifically related to TSD in the turtle Chelydra serpentina16. In fish with GSD, male-determining genes include dmy, identified in the model teleost medaka (Oryzias latipes)17, a Y chromosome duplicate of amh (encoding the anti-Müllerian hormone) in the Nile tilapia (Oreochromis niloticus)18, and the highly conserved dmrt1 gene in teleosts19.

The gibel carp (Carassius gibelio) is a cyprinid fish species that originated in eastern Eurasia and colonized European freshwater ecosystems in the 1970s. The species is now widely distributed and considered invasive in Europe, competing with native local cyprinids – especially the crucian carp (Carassius carassius)20,21,22,23,24. The gibel carp is a member of the Carassius auratus complex, and likely originates from the diploid C. auratus via triploidization around 0.5 million years ago25,26. The first European populations of gibel carp were composed of triploid females only, which reproduced using gynogenesis, an asexual reproduction mode where the eggs are only activated by sperm, with no genetic contribution of sperm to the offspring.

In contrast to most unisexual species27,28, sexual reproduction and males also exist in C. gibelio populations. Male proportions in these populations vary between 0 and 45%. Males are mostly diploid, but triploid and tetraploid males are also occasionally present29. Some species of the Carassius genus combine the male heterogametic (XY) sex determination system30 with an effect of temperature on sex differentiation9,31. Cold and heat treatments induce sex reversal in genotypically female fish larvae32. Hence, GSD and TSD males coexist in C. gibelio populations, but although GSD and TSD males exhibit similar external morphology, testis histology, and sperm structure and vitality, significant functional differences have been reported33. Notably, sperm from TSD males are unable to fuse with the female pronucleus, and fertilized eggs with TSD sperm show an absence of nuclear replication. Moreover, TSD males display defects in DNA replication and dysregulation of genes related to the cell cycle, transcription, and translation when compared with GSD males33. These findings suggest that temperature not only induces male development but also disrupts key molecular processes underlying male gamete function33.

Furthermore, like around 15% of eukaryotic species34, C. gibelio is characterized by the presence of male-specific supernumerary B chromosomes, or microchromosomes with non-Mendelian inheritance, which combine homologous sequences of autosomes and abundant repetitive elements35, as well as transposable elements. Microchromosomes were shown to play a role in male determination in gynogenetic C. gibelio36, in a way similar to sex chromosomes and male-specific genetic elements. Hence, they were proposed to be the main driving force underlying male occurrence in C. gibelio35, and may have played a role during the evolutionary transition from unisexual to sexual reproduction in polyploid fish34. Since asexual reproduction lacks genetic mixing and leads to the accumulation of deleterious mutations37, the maintenance of sex and males in C. gibelio favors genetic diversity and adaptive abilities, particularly in the immune response to pathogens38,39, and counterbalances the effect of Müller’s ratchet40. Hence, the high ecological tolerance and adaptive abilities of C. gibelio could result from the combination of sexual reproduction and gynogenesis41.

The complex population structure of C. gibelio makes this species unique to investigate the re-appearance of males in unisexual forms, and the mechanisms of female-to-male switches in nature. Carassius gibelio also represents a transitional state between unisexual and bisexual reproduction. Therefore, this unique system is suitable for investigating the transition between different sex determination systems. Full transcriptome comparisons are critical for understanding how reproduction-associated pathways are modulated in species that combine genetic and environmental mechanisms of sex determination. So far, only a few attempts have been made to systematically compare transcriptomic differences between GSD and TSD males of the same species. However, although several potential gonadal temperature-sensitive genes have been identified by transcriptome study42, the molecular mechanisms underlying TSD remain poorly characterized. Studies on Nile tilapia suggest that critical sex-determination genes, including dmrt1, gsdf, and gadd45 are differentially regulated under high-temperature sex induction43. Furthermore, genes involved in cell cycle control, meiosis, and homologous recombination have been implicated in temperature-driven sex differentiation44.

In this study, we tested the effect of temperature on the expression of the male phenotype of gynogenetic C. gibelio. Using transcriptome profiling of testes tissues, we analyzed the differential expression of sex determination genes and reproduction-associated genes in genetically determined diploid males obtained by crossing sexual diploid females and males, and in temperature-induced triploid males generated by exposing gynogenetic triploid females to different temperature treatments. We also compared transcriptomes from testes under different sex determination regimes - high temperature induction only, both low and high temperature induction, and genotypic sex determination. To our knowledge, this represents the first attempt to examine transcriptomic variation across both low-temperature and high-temperature TSD systems in contrast with GSD. We hypothesized that the expression of reproduction-associated genes differs between genetically determined and temperature-induced males, and between different systems of TSD (low and high TSD, or high TSD only). Moreover, we specifically focused on genes previously reported to be involved in sex determination, such as amh, sf1 and members of the sox, gsdf and dmrt families. Through these comparisons, we attempted to identify several potential gonadal temperature-sensitive genes, providing new insights into the processes of environmental sex determination. Our findings advance the understanding of TSD mechanisms in fish with genotypic sex determination and shed light on how environmental factors regulate sex control in invasive species.

Results

Sex ratio of the offspring of sexual diploid gibel carp (genotypic offspring) was 1:1. Two outputs associated with production of males during gynogenesis were found: (1) a triploid gynogenetic female produced only female offspring at 22 °C, a low proportion (20–30%) of male offspring at 25 °C (observed only when males of Cyprinus carpio or C. gibelio were used for egg activation, while using sperm from Abramis brama resulted in fat tissue development instead of formation of male gonads), and only male offspring at 28 and 31 °C (full sex reversal induced by high temperature); or (2) a triploid gynogenetic female produced offspring with 70–85% males already at 22 °C, 80–100% males at 25 °C, and 100% males (full sex reversal) at 28 and 31 °C.

Gonadal histology

Genotypic diploid males from the wild (n = 6): Seminiferous tubules containing mainly spermatozoa as dominant spermatogenic stage throughout their entire length were lined with a thin discontinuous layer of germinal epithelium (Fig. 1a, c). They were assigned to the ‘spent’ stage of the reproductive cycle45. One male of this group, showing all stages of spermatogenesis in the seminiferous tubules, was assigned to the ‘maturation’ class. Triploid males from the wild (n = 6): predominant signs characteristic of the “spent” reproductive class, with discontinuous germinal epithelium lining the seminiferous tubules filled with masses of spermatozoa were found in 5 of the 6 males examined (Fig. 1b). Spermatocytes and spermatids were scattered in a small number of seminiferous tubules. All spermatogenic stages were observed in only one individual.

Fig. 1
figure 1

Testes of wild diploid and triploid males of Carassius gibelio. On the basis of identical histology documented in the plate, representatives of both diploid (a) and triploid males (b) included in the study were assigned to the spent reproduction class sensu45. (c) Seminiferous tubules and germinal epithelium seen in higher magnification. SZ: spermatozoa.

Genotypic diploid males from artificial breeding (n = 6): All spermatogenesis stages were present in five of the six males examined. Due to the predominance of spermatocysts containing spermatogonia, spermatocytes, spermatids, and fewer spermatozoa in the seminiferous tubules and ducts, these fish were assigned to the intermediate maturation class of reproduction (Fig. 2a). Temperature-induced triploid males from artificial breeding (n = 6): All stages of spermatogenesis were found, but spermatozoa were less abundant than in genotypic diploid males, i.e., this group belonged to the early maturation reproductive class (Fig. 2b, c). The testes of all individuals examined histologically contained spermatozoa in seminiferous tubules and ducts (Figs. 1 and 2). No individuals were immature or showed regressed testes. Histology-based reproductive classification assessed genotypic diploid and induced triploid males as capable of spawning and assigned them to the maturing or spent classes irrespective of their origin. Detailed conditions of spermatogenic stages could not be determined.

Fig. 2
figure 2

Testes of laboratory-reared genotypic diploid and temperature-induced triploid males of Carassius gibelio (a-c). On the basis of histology, representatives of both diploid and induced triploid males included in the study were assigned to the maturing (early/advanced) reproduction classes sensu Brown‐Peterson et al.45. Legend: SG: spermatogonia, SC: spermatocytes, arrows highlight spermatids, SZ: spermatozoa.

Differential expression analysis

A total of 9696 genes were differentially expressed between genotypic diploid and temperature-induced triploid males of C. gibelio. Among them, 4987 genes were more highly expressed in temperature-induced males, and 4709 were more highly expressed in genotypic males (hierarchical clustering of specimens based on the top 2000 DEG is shown in Fig. 3). PCA based on transcriptome-wide gene expression (Fig. 4A) showed differences in transcriptome profiles between genotypic and induced males which were separated along PC1. No confounding factors from the DESeq2 model were found using the PCA. The three groups of induced males, i.e., sex reversal only at high temperature (male group 1); sex reversal over a wide temperature range with males sampled at high temperature (male group 2); and males sampled at low temperature (male group 3), were not separated from each other by the first two PC axes, and were not separated from each other on the heatmap (Fig. 3). To compare the expression levels of reproduction-related genes between genotypic males and temperature-induced males (including the three groups of induced males), a set of 40 genes related to meiosis46 (listed in Table 1), and a set of genes involved in male sex determination (listed in Table 2), were selected. PCA based on each of these gene sets showed a partial overlap between temperature-induced and genotypic males along two PC axes, especially for the meiosis-associated gene set (Fig. 4B); however, temperature-induced and genotypic males tended to be separated along PC1 when using male sex-determination genes (Fig. 4C).

Fig. 3
figure 3

Hierarchical clustering of the relative expression data between genotypic males and temperature-induced males. Diploid genotypic males, and the three groups of temperature-induced triploid males obtained as progeny of gynogenetic females, resulting from sex reversal only at high temperature 28–31 °C (male group 1), sex reversal at 22–31 °C with males sampled at 28–31 °C (male group 2), and males sampled at 22 °C (male group 3), are included. Clustering was based on Pearson’s distance and average clustering, based on the top 2000 genes.

Fig. 4
figure 4

Principal component analysis of normalized RNA-seq read counts between the genotypic and temperature-induced males on the first two principal components. PCA based on all genes (A), the meiosis toolkit consisting of 40 genes (B), and male sex determination genes (C) are presented. The different colours indicate (1) genotypic males (red) and (2) temperature-induced males (i) resulting from sex reversal across the temperature range at 22–31 °C, with males sampled at low temperature (male group 3 - green) and high temperature (male group 2 - blue), or (ii) resulting from sex reversal only at high temperature (male group 1 - purple).

GO enrichment analysis

The DEGs were subsequently annotated to Gene Ontology terms and KEGG pathways. The enriched GO terms are presented in Fig. 5. Several GO terms that were enriched in genotypic males were related to sex differentiation and reproduction. In the biological process category (Fig. 5A), GO terms associated with cell cycle control were enriched in genotypic diploid males, such as DNA recombination (GO:0006310), DNA repair (GO:0006281), DNA damage response (GO:0006974), telomere maintenance (GO:0000723), telomere organization (GO:0032200), and chromosome organization (GO:0051276). GO terms related to meiosis and reproduction were also enriched in genotypic diploid males, including regulation of meiotic nuclear division (GO:0040020), negative regulation of meiotic nuclear division (GO:0045835), regulation of meiotic cell cycle (GO:0051445), negative regulation of meiotic cell cycle (GO:0051447), and negative regulation of reproductive process (GO:2000242). Enriched GO terms related to cell adhesion included cell adhesion (GO:0007155), cell-matrix adhesion (GO:0007160) and cell adhesion mediated by integrin (GO:0033627) (Fig. 5A). In the molecular function category (Fig. 5B), GO terms enriched in genotypic males included helicase activity (GO:0004386) and DNA helicase activity (GO:0003678). In the cellular component category, GO terms enriched in genotypic diploid males included integrin complex (GO:0008305), protein complex involved in cell adhesion (GO:0098636), and plasma membrane (GO:0005886) (Fig. 5C). Several KEGG pathways related to reproduction were significantly enriched, such as cell cycle (caua04110), motor proteins (caua04814), steroid hormone synthesis (caua00140), cell adhesion molecules (caua04514), ECM-receptor interaction (caua04512), and the regulation of actin cytoskeleton (caua04810) (Fig. 5D).

In contrast, several cytoskeleton-associated GO terms were enriched in temperature-induced males (Fig. 5E), such as cytoskeleton (GO:0005856), microtubule-based movement (GO:0007018), microtubule binding (GO:0008017) and microtubule-based process (GO:0007017). In addition, GO terms associated with human pathologies (HP) related to impaired reproduction were also enriched in temperature-induced males and included absent sperm flagella (HP:0032558), infertility (HP:0000789), abnormal sperm tail morphology (HP:0012868), short sperm flagella (HP:0032559), male infertility (HP:0003251), abnormal sperm motility (HP:0012206) and abnormal sperm physiology (HP:0034809).

Fig. 5
figure 5

Scatter charts of overrepresented GO terms in genotypic males compared to induced ones. GO term enrichment analysis from the total set of genes that are differently regulated between genotypic males and temperature-induced males in the biological process (A), molecular function (B) and cellular component (C) categories, scatter chart of enriched KEGG pathways in genotypic males compared to temperature-induced males (D), and scatter chart of overrepresented GO terms and Human Pathology (HP) terms in temperature-induced males compared to genotypic males (E), are presented. The x-axis represents the fold enrichment (the number of DEGs in the GO term/the number of all DEGs)/(the number of genes annotated in this pathway/the number of the genes annotated in all pathways) of each pathway. The y-axis corresponds to the enriched GO terms. The magnitude of dots represents the number of DEGs in the GO term to illustrate pathway size in relation to its enrichment significance, and the color corresponds to the -log10 of the adjusted p-value.

Expression of meiosis-associated genes

To determine whether meiosis-associated pathways are disrupted in induced triploid males of C. gibelio, we analysed the differences in gene expression levels with respect to an exhaustive list of meiosis-specific genes. Of the set of 40 meiosis-specific genes, all were detected in induced triploid and genotypic diploid males, except hormad2 (Table 1). Six genes were significantly differentially expressed. Mlh1 (mutl homologue 1) displayed slightly higher expression levels in genotypic diploid males, whereas mnd1 (meiotic nuclear division 1), the recombinase encoding genes rad51b, rad51c and rad52, and smc4 (structural maintenance of the chromosome 4) were significantly more highly expressed in induced triploid males. The other meiosis-associated genes, including the meiotic recombination gene dmc1 and the DNA repair protein-encoding genes rad21 and several rad51 homologues, did not show significant differences in gene expression between genotypic and induced males (Table 1).

Table 1 List of meiosis genes with their expression levels in genotypic and temperature-induced males. Positive log2 fold change (l2fc) indicates transcripts that were more abundant in genotypic males. Negative log2 fold change indicates transcripts that were more abundant in induced males. Bold indicates significant differences in gene expression level between genotypic and induced males (padj < 0.05). Asterisks indicate significant differences in gene expression level between genotypic and induced males: * padj < 0.05, ** padj < 0.01, *** padj < 0.001, - indicates padj > 0.05.

Expression of male differentiation genes

To analyse the differences between genotypic and temperature-induced males, we focused on a set of sex-determination genes described in the literature7,47,48,49,50,51 (Table 2). Genes more highly expressed in genotypic males included amh (anti-Müllerian hormone), sox8a and sox9b (SRY-box transcription factors 8 and 9), gsdf (gonadal soma-derived factor), and dmrta2 (dmrt-like family A2). Conversely, sox4b and sox7 (SRY-box transcription factors), cirbpa, and dmrt2b were more highly expressed in induced males, as well as nr5a1 (sf1, steroidogenic factor) and wt1a (Wilm’s tumor 1a) (Table 2). Other major male-differentiation genes, such as foxl2b and dmrt1, did not show significant differences in expression between genotypic and temperature-induced males.

Table 2 List of sex determination genes with their differential expression levels between genotypic and temperature-induced males. Positive log2 fold change (l2fc) indicates transcripts that were more abundant in genotypic diploid males. Negative log2 fold change indicates transcripts that were more abundant in temperature-induced triploid males. Bold indicates significant differences in gene expression level between genotypic and induced males (padj < 0.05). Asterisks indicate significant differences in gene expression level between genotypic and induced males (shown in bold): * padj < 0.05, ** padj < 0.01, *** padj < 0.001.

Differentially expressed reproductive genes

Among the 9696 genes that were differentially expressed between genotypic and induced males, we identified 156 genes related to cell cycle control, signalling pathways such as MAPK-dependent signalling, BMP signalling and TGF-β signalling, sex differentiation, steroid synthesis, cytoskeleton, cell motility or involved in spermatogenesis, including sperm flagellum function and sperm-egg interaction (Tables 3, 4 and 5; Fig. 6). Sixteen of these genes were used for confirmation by qRT-PCR (Fig. 7).

Fig. 6
figure 6

Summary of reproduction-related differently expressed genes between genotypic and induced males of C. gibelio.

Cell cycle control and meiosis

Several genes involved in cell division and cell cycle control were differentially expressed between genotypic diploid males and temperature-induced triploid males (Table 3, Supplementary Fig. 1). Genes more highly expressed in genotypic males included adcy1a (adenylate cyclase 1a), camk2a (Ca/calmodulin kinase IIa) and camkk1b (Ca/calmodulin-dependent protein kinase kinase 1b), several cdkn2c paralogues encoding the CDK inhibitor p18 (Ink4c), cdkn1 encoding the protein p27 (Kip1), the early mitotic inhibitor emi1 (fbxo5), gsk3b (glycogen synthase kinase 3β), and fgd5 (fyve, rhogef and ph domain containing protein) (Supplementary Fig. 1). By contrast, several genes were more expressed in temperature-induced males, such as anapc1 and anapc15 (apc/c, encoding the anaphase promoting complex/cyclosome); two cdc20 paralogues, mad2l2 (mitotic arrest deficient 2-like 2); bubr1 (encoding a serine/threonine kinase); ccna (cyclin A) and several ccnb paralogues (cyclin B); two e2f1 paralogues, gadd45aa and gadd45ba (growth arrest and DNA damage 45); fzr1 (cdh1, encoding the anaphase promoting complex activator Fizzy-related homolog 1); cpeb (cytoplasmic polyadenylation element binding), map2k1 (mek1, which encodes the mitogen-activated protein kinase 1); and ppp2ca (pp2a, which encodes the protein phosphatase 2) (Supplementary Fig. 1).

Table 3 List of differentially expressed cell cycle control and meiosis-associated genes between temperature-induced males and genotypic males. The gene function follows the biological databases Uniprot, KEGG, Zfin and GeneCards. Positive log2 fold change (l2fc) indicates transcripts that were more abundant in genotypic males. Negative log2 fold change indicates transcripts that were more abundant in temperature-induced triploid males. Asterisks indicate significant differences in gene expression level between genotypic and induced males: * for padj < 0.05, ** for padj < 0.01, *** for padj < 0.001.

Spermatogenesis and fertilization

Several genes involved in spermatogenesis and fertilization were differentially expressed between genotypic and temperature-induced males (Table 4). Most importantly, genotypic males strongly overexpressed the crucial fertilization-specific izumo, involved in sperm binding to the zona pellucida of the egg, as well as piwil2 (involved in germ cell maintenance and spermatocyte differentiation). Conversely, a few spermatogenesis and male differentiation genes were more highly expressed in induced males, such as tekt1 and tekt4 (encoding tektins, structural components of sperm flagellum). Several genes involved in flagellum structure and motility were also differentially expressed, such as spef2 (sperm flagellar 2) and spag1a (sperm associated antigen 1a), more highly expressed in genotypic males, while wdr19 (wd repeat domain 19) was more highly expressed in induced males (Table 4).

Table 4 List of differentially expressed genes associated with spermatogenesis, cytoskeleton and cell motility between genotypic and temperature-induced males males. The gene function follows the biological databases Uniprot, KEGG, Zfin and GeneCards. Positive log2 fold change (l2fc) indicates transcripts that were more abundant in genotypic males. Negative log2 fold change indicates transcripts that were more abundant in temperature-induced triploid males. Asterisks indicate significant differences in gene expression level between genotypic and temperature-induced males: * for padj < 0.05, ** for padj < 0.01, *** for padj < 0.001.

Cytoskeleton and molecular motors

Genes encoding components of the cytoskeleton were differentially expressed between genotypic males and temperature-induced males (Table 4, Supplementary Fig. 2). Genotypic males showed higher expression of constituents of the extracellular matrix and genes involved in cell-cell interactions, including members of the fibroblast growth factor family (fgf4, fgf8a and fgf24), lpar2a (lysophosphatidic acid receptor 2a), fn1b (fibronectin 1); integrins such as itga2, itga4, itga6, itga6b and one copy of itga8; baiap2/irsp53 (encoding a scaffold involved in cytoskeleton organization); apc2 (adenomatous polyposis coli), and the cofilin family members cfl1l and cfl2 (Supplementary Fig. 2). In contrast, induced males showed higher expression of rhoab (Rho GTPase); pak1, pak6 and pak7 (encoding serine/threonine kinases), pfn1 (profilin 1); arpc1b (encoding a component of the actin-related protein 2/3 complex), diaph3 (encoding the diaphanous-related formin 3), integrins itga8, itga10, itga11 and itgm; lpar5 (lysophosphatidic acid receptor 5), fgf14 (fibroblast growth factor 14), cfl1 and gsna (gelsolin a) (Supplementary Fig. 2). Genes encoding molecular motors were differentially expressed between genotypic and induced males (Table 4, Supplementary Fig. 3). Genotypic males showed higher expression of myosin superfamily members, such as myo1b, myo3a, myo10l1 and myo15b and kinesin family members kif1ab, kif16ba, kif21a, and kinesin light chain (klc3). In contrast, induced males showed higher expression of members of the families dynein (dync1i1, dnah5, dnai3, dnal1 and dnal4a), kinesin (kif5ba, kif11, kif23 and kif26aa), and myosin (myo3b, myo5aa and myo7ab) (Supplementary Fig. 3).

Signalling pathways

Several genes involved in signalling pathways related to cell differentiation and male determination were differentially expressed between genotypic and induced males (Table 5, Supplementary Fig. 4). Genes more highly expressed in induced males included members of the TGF-β superfamily, such as tgf-β1, one gene copy of tgf-β3, tgf-β5, the activin receptor family member acvr2ba, thsd4 and thsd7 (thrombospondin domain containing proteins 4 and 7), bmp8 (bone morphogenic protein 8), ltbp1 (latent-transforming growth factor beta-binding protein 1), the members of the follistatin family of BMP inhibitors fstl1 and fstl5, and smad4. Conversely, transcripts of smad3 and smad7; the TGF-β superfamily member gsdf (gonadal soma derived factor), bmp2, bmp5, bmp7, bmp10, and skilb (ski-related novel protein N) were more highly expressed in genotypic males (Supplementary Fig. 4). Members of the Ras GTPase family showed contrasting patterns: rasal1b was more highly expressed in genotypic males, whereas rasal3, rassf7b and hrasb were more expressed in induced males.

Hormone biosynthesis

Several genes involved in steroid hormone biosynthesis were differentially expressed between genotypic and induced males (Table 5, Supplementary Fig. 5). Genotypic males overexpressed several members of the cytochrome P450 superfamily, such as cyp19a1a (ovarian aromatase, estrogen synthetase), cyp17a2 (steroid 17-alpha-monooxygenase, EC 1.14.1419) and cyp7a1 (cholesterol-7-alpha-monooxygenase, EC 1.14.1423), as well as srd5a2 (3-oxo-5-alpha-steroid 4-dehydrogenase 2, EC 1.3.1.22) and comta (catechol O-methyltransferase, EC 2.1.1.6) (Table 5). In contrast, induced males showed higher expression of hsd17b2 (hydroxysteroid 17-β-dehydrogenase, EC 1.1.1.62), ugt8 (UDP-glucuronosyltransferase 8, EC 2.4.1.17), and chst6 (carbohydrate sulfotransferase 6, EC 2.8.2.2) (Table 5, Supplementary Fig. 5).

Table 5 List of differentially expressed genes associated with signalling pathways and hormone biosynthesis between temperature-induced males and genotypic males. The gene function follows the biological databases Uniprot, KEGG, Zfin and GeneCards. Positive log2 fold change (l2fc) indicates transcripts that were more abundant in genotypic males. Negative log2 fold change indicates transcripts that were more abundant in temperature-induced triploid males. Asterisks indicate significant differences in gene expression level between genotypic and induced males: * for padj < 0.05, ** for padj < 0.01, *** for padj < 0.001.

Expression of sex determination genes between male groups

We compared transcriptional regulation of the set of sex-determination genes between genotypic diploid males and each group of temperature-induced males (Table 6): (1) male group 1 – triploid neomales resulting solely from full sex reversal at high temperature; (2) male group 2 – triploid males resulting from full sex reversal induced by high temperature, from a gynogenetic female whose offspring showed a high proportion of sex reversal at 22 °C and full sex reversal at 28–31 °C; (3) male group 3 – triploid males resulting from high proportional sex reversal induced by low temperature, from a gynogenetic female whose offspring showed a high proportion of sex reversal at 22 °C and full sex reversal at 28–31 °C.

When considering all induced male groups together, genotypic diploid males showed higher expression of cyp19a1a (cytochrome P450 aromatase), sox8a (SRY-box transcription factor 8), gsdf (gonadal soma-derived factor), and lhx9 (LIM homeobox family 9) (Table 6). When expression patterns were analysed separately for each temperature-induced male group, consistent differences were observed for cyp19a1a, gsdf, igf1, lhx9 and sox8a, which were more highly expressed in genotypic males compared to all three induced groups. However, sox9b, amh, fshr and gata4 were significantly more expressed in genotypic males compared to induced males from groups 2 and 3 (involving both high- and low-temperature sex reversal) but not compared to males from group 1.

Additional differences were detected for eleven other genes. Among them, dmrt2b, gdf6a, rspo1 (one paralogue), sf1/nr5a1a and wt1a were more highly expressed in induced males from group 1 compared to genotypic males, while four other genes showed differential expression only between genotypic males and males from group 3. Dmrt2a displayed an opposite pattern, being upregulated in males of group 1 and downregulated in males of group 3 relative to genotypic males.

Table 6 List of male determination genes with their differential expression levels between genotypic and induced males. Three different groups of temperature-induced males are considered (group 1: full sex reversal at 28–31 °C, group 2: sampled at 28–31 °C from the offspring of a female with high sex reversal proportion at 22 °C and full sex reversal at 28–31 °C, group 3: sampled at 22 °C from the offspring of a female with high sex reversal proportion at 22 °C and full reversal at 28–31 °C). Differences in expression are indicated by the log2fold change. Positive log2 fold change (l2fc) indicates transcripts that were more abundant in genotypic males. Negative log2 fold change indicates transcripts that were more abundant in temperature-induced males. Bold indicates the genes with significant differences in gene expression level between genotypic males and each group of induced males (padj < 0.05). Asterisks indicate significant differences in gene expression level between genotypic and induced males of a given group (padj < 0.05).

Validation of gene expression by RT-qPCR

To validate the differential expressions revealed by RNA-seq, we performed RT-qPCR on 16 selected differentially expressed genes involved in reproduction that were differently regulated between genotypic diploid males and temperature-induced triploid males of C. gibelio (Table 7). RT-qPCR analyses confirmed RNA-seq data on the downregulation of 10 reproduction-associated genes and upregulation of 6 reproduction-associated genes in genotypic males (Fig. 7).

Fig. 7
figure 7

Validation of gene expression resulting from RNA-seq by the RT-qPCR approach using 16 reproduction-associated genes. The x-axis displays the gene names. The y-axis displays the log2 fold change of the gene expression between genotypic males and temperature-induced males of C. gibelio. A positive log2 fold change in the gene expression indicates that the gene was upregulated in genotypic males compared to temperature-induced males. A negative log2 fold change indicates that the gene was downregulated in genotypic males compared to temperature-induced males. The data represents the means of five independent biological replicates, and bars represent standard deviation. Asterisks indicate statistically significant differences in the log2 fold change between the two male sex determination systems of C. gibelio based on Student’s t-test: *p < 0.05, **p < 0.01, ***p < 0.001.

Discussion

Genotypic sex determination and, occasionally, temperature sex determination, exist in teleost fish, with various intermediate conditions. Both systems coexist in wild populations of the invasive cyprinid C. gibelio, although GSD is more frequent31. In this study, we compared the transcriptomes of testis tissues from gibel carp. We hypothesized that the expression of reproduction-related genes in males differs depending on genotypic and temperature-induced male sex determination. We analysed the differential expression of reproduction-related genes in genotypic diploid males and temperature-induced triploid males. The transcriptome profiles of testes based on normalized RNA-seq read counts differed between the two male categories, with little to no difference between the three groups of temperature-induced males. GO and KEGG analyses highlighted pathways related to meiosis (DNA recombination, regulation of meiotic cell cycle) and spermatogenesis (microtubule binding and movement, motile cilium) as enriched in genotypic males. Furthermore, we identified more than 150 genes related to meiosis, spermatogenesis, sex differentiation, hormone signalling, and fertilization that were differentially expressed between TSD and GSD males. Altogether, our results suggest that sex differentiation processes differ between temperature-induced males and genotypic males, and that genotypic males maintain a more efficient regulation of meiotic progression and spermatogenesis.

We compared gene expression levels for an exhaustive set of 40 meiosis-specific genes inferred from previous studies52,53,54,55,56. Most of them showed similar expressions across groups, but genotypic males slightly upregulated mlh1, involved in recombination and crossover, suggesting more efficient homologous recombination in genotypic males, although temperature-induced males upregulated smc4, the recombinases rad51c, rad51b and rad52, and mitotic arrest deficient 2 like 2 (mad2l2). Ras GTPase family genes, such as rasal1b and rasal3, involved in cell division control, growth and differentiation57,58,59,60,61, and meiosis regulation62, were also differentially expressed, as well as FGF (fibroblast growth factor) family genes, and related proteins (fibroblast receptor, fibroblast binding proteins), sperm maturation regulators especially expressed in male gonads63 and involved in male differentiation in platyfish64. Taken together, these results suggest differences in cell cycle control and meiosis between genotype-determined diploid and temperature-determined triploid males of C. gibelio. However, ploidy changes often affect meiosis, including double-strand break repair and synaptonemal complex formation65,66.

Our study suggests differences in sex differentiation processes between TSD and GSD. Genes of the SRY-box (sox) transcription factor family, major actors in gonadal development67, were differentially expressed in genotypic males and temperature-induced males. Sox9b is involved in sex reversal and was reported to be downregulated in temperature-induced masculinized zebrafish68. Sox9 was more expressed in genotypic males than in males resulting from sex reversal at both high and low temperatures (male groups 2 and 3) but not compared to males that were induced only at high temperature. Most importantly, genotypic males overexpressed sox8, involved in testes differentiation in teleost fish67,69,70,71 and other animals72. Sox8, expressed in Sertoli cells73, participates in testis differentiation by activating 3b-hydroxysteroid dehydrogenase, cyp19a1a, amh and dmrt1, and by repressing female pathway genes70,72,74, with functions partly overlapping sox9 which it may substitute69. Conversely, temperature-induced triploid males upregulated the ovarian development regulator sox7, involved in female differentiation in fish67,73. However, temperature-induced males did not upregulate the ovarian development regulator foxl2b, contrary to groupers (Epinephelus coioides♀ × E. lanceolatus♂)75. These differences might be due to temperature-induced males of gibel carp being obtained from gynogenetic females.

Dmrt1, a homologue of the Y-specific male-determining gene dmy of D. rerio17 that plays a key role in temperature-induced gonad differentiation in a way similar to the SRY factor of mammals76,77,78, was not differentially expressed between male groups, contrary to what was reported in Nile tilapia79. The differential expression of this gene could be more pronounced in earlier stages of embryonic development, as previously reported50,80. However, genotypic males overexpressed other dmrt family members, such as the male-specific dmrta2, that regulates spermatogenesis and sex determination81,82 and neurogenesis in fish83,84. Furthermore, on a set of 26 genes, 15 showed transcriptional differences among induced male groups, including the major sex-determining genes gsdf, rspo1, fshr, wt1 and cirbpa. This suggests complex molecular mechanisms of TSD in gibel carp, and varying sex reversal potential at a given temperature between offspring of gynogenetic females.

The Sox9-Amh-Cyp19a1 regulatory cascade is crucial to male differentiation85. Genotypic males strongly overexpressed the gonad-specific cyp19a1a compared to all three temperature-induced male groups. This gene encodes the oestrogen synthetase, involved in steroidogenesis86 and gonadal differentiation, whose activity inhibition induces female-to-male sex reversal87. This result contrasts with what was reported in Nile tilapia88,89, Atlantic halibut (Hippoglossus hippoglossus)90 and Japanese flounder (Paralichthys olivaceus)87, where temperature-induced males upregulated cyp19a1a, as well as triploid serranid hybrids (Epinephelus coioides♀ × E. lanceolatus♂) in comparison to diploid hybrids75. Genotypic males upregulated amh, encoding the anti-Müllerian hormone, which is activated by sox9 in the Sertoli cells and plays a major role in testis differentiation and spermatogenesis in fish91. Its transcription level depends on 17β-estradiol and cyp19a192,93,94. In fish with pronounced temperature-dependent sex determination, amh expression was reported to be higher at masculinizing than at feminizing temperatures during the gonadal differentiation period80, but an increase in amh expression could be a consequence of sex differentiation rather than its cause95. Our data support the proposed functions of sox8 and amh in TSD-induced masculinization in fish75, but contrast with the reported downregulation of these genes in the gonads of temperature-induced males of Tilapia compared to the genotypic males79.

Androgens and oestrogens are central for sex differentiation and gonad development. In our study, genotypic males of gibel carp upregulated star, encoding the steroidogenic acute regulatory protein, involved in cholesterol intracellular transport for steroid biosynthesis96. They also slightly upregulated the germ cell maintenance gene piwil2, an Argonaute family member involved in male fertility and spermatogenesis. The markers related to this gene were suggested for useful sex identification in gonochoristic fish species with no sexual dimorphism97.

In contrast, genotypic males slightly downregulated the Sertoli and Leydig cells specific gene sf1 (steroidogenic factor 1)98, linked to male gonad differentiation, only compared to temperature-induced males with only full sex reversal at 28–31 °C. This gene regulates sex determination genes such as amh47 and androgen receptors99, and was also reported to be expressed in turtles with TSD100. In our study, steroid hormone synthesis genes and pathways were also differentially regulated, such as hsd17b2, which was strongly upregulated in temperature-induced males. This gene encodes hydroxysteroid 17-β-dehydrogenase, a key regulator of sexual differentiation and sex reversal in fish101,102, which oxidizes estradiol and testosterone to mitigate their action.

Components of the TGF-β pathway, a major signalling pathway that controls many physiological processes in animals103,104, including sexual differentiation in fish105,106,107, were found to be differentially expressed between genotypic and temperature-induced males. Specifically, several members of the TGF-β family (tgf-β1, 3, 5) and latent TGF-β (ltbp1), as well as smad4, that acts downstream of the TGF-β signalling pathway108, were downregulated in genotypic males. The female-specific oocyte differentiation regulator rbpms2b109,110 was more expressed in temperature-induced males. In contrast, genotypic males upregulated the negative TGF-β signalling controller skilb111, the gene encoding the activin receptor actr3b, as well as the male-differentiation gene gsdf (gonadal soma-derived factor), involved in testes differentiation and androgen-induced sex reversal cascade in fish112,113,114. Altogether, these results suggest that steroid signalling and regulation differ between genotypic and temperature-induced males.

Temperature-induced males overexpressed several myosin-encoding genes, members of the actin-related protein 2/3 complex (arpc1b), the diaphanous-related formin 3 (diaph3, involved in cytokinesis at high temperatures115, and gelsolin (gsn). In addition, members of the tektin family, such as tekt1 and tekt4, expressed in testes and involved in the formation of flagellar microtubules of the sperm cells116,117, were more expressed in temperature-induced males. Inversely, spag1a and sperm flagellar 2 (spef2), involved in axoneme assembly and structural integrity118, were more expressed in genotypic males. The downregulation of these genes in temperature-induced males suggests reduced fertility compared to genotypic males, likely due to lower sperm motility, and supports previous reports of impaired fertilization ability in sperm from TSD gibel carp males33.

Several major actors in egg fertilization were differentially expressed between genotypic diploid and temperature-induced triploid males of gibel carp. Our results highlight the role of izumo in genotypic gibel carp males; this gene, encoding the sperm-specific protein Izumo of the acrosome, is important in sperm-egg fusion due to its conjugation with the egg-specific Juno119. Other cell adhesion-encoding genes, such as cd9a and b, were also differently regulated between genotypic and induced males of gibel carp. CD9 proteins, present on the sperm surface, participate in sperm binding to the zona pellucida of the egg120,121. It is noteworthy that paralogues (genes belonging to the same family, resulting from gene or genome duplication122) could be differently regulated between gynogenetic and temperature-induced males. For instance, cd9a was downregulated in genotypic males while cd9b was upregulated, as well as calmodulin kinases and members of the TGF-β pathway. This suggests subfunctionalization following gene duplication, in accordance with previous studies on this gene123. GO terms and KEGG pathways related to cell-cell adhesion were also overrepresented in genotypic males, such as integrin complex and cell adhesion. Several members of the integrin family, conserved transmembrane glycoproteins involved in cell-cell and cell-extracellular matrix as well as signal transduction104,124, such as itga2, 4, 6 and 8, were upregulated in genotypic males. They play important roles in sperm maturation and migration processes, sperm-egg adhesion and acrosome reaction during fertilization in vertebrates125. All these results suggest differences in spermatogenesis regulation, sperm motility and fertilization processes between males of gibel carp resulting from GSD and TSD. Consistently with our results, genes associated with sperm flagellum assembly and motility, including members of the dynein family (dnad, dnai and dnald), genes encoding tektins, spag, and spef2 were previously reported to be differentially expressed in the testes of diploid and sterile triploid males of C. auratus116. Our results suggest differences between genotypic and temperature-induced males concerning spermatogenesis and sperm-egg binding. The downregulation of spermatogenesis genes spag1a and spef2 and the fertilization gene izumo highlights the reported impaired reproductive abilities of temperature-induced males of gibel carp, which was originally proposed on the basis of the different sperm nucleus behaviours of genotypic and temperature-determined males33.

In our study, we investigated the temperature-induced sex reversal from females to males in the offspring of gynogenetic females resulting from asexual reproduction. Following egg activation of gynogenetic females by heterologous or homologous sperm, the males were reared until the adult stage and two scenarios were observed: (1) all females offspring at 22 °C, partial sex reversal (low proportion of males) at 25 °C, and full reversal to males from 28 °C (male group 1), or (2) partial sex reversal (high proportion of males) at 22 °C (male group 3), a high proportion of males or full reversal at 25 °C, and full reversal to males at 28–31 °C (male group 2). Our results are in accordance with previous studies suggesting that temperature modulates gonad differentiation and causes sex reversal in gynogenetic C. gibelio, and may influence the sex ratio in gibel carp populations under varying water temperatures31. Specifically, Li et al.31 showed that male incidence in laboratory gynogenetic C. gibelio progenies increased with increasing larval rearing temperature. However, the presence of induced males even at low temperature suggests that other environmental factors could trigger female-to-male sex reversal, the pattern previously suggested for Carassius auratus126. Histological analysis of laboratory-reared and wild specimens revealed similar testis morphology in genotypic and temperature-induced males of gibel carp, regardless of ploidy. In C. gibelio, males resulting from GSD and TSD do not display the same reproductive abilities, and only genotypic males produce sperm cells that are able to fuse with the female pronucleus33. For this reason, we compared the expression regulation of genes involved in spermatogenesis and fertilization between genotypic males and temperature-induced males. Spermatogenesis includes three distinct steps: mitosis, meiosis and spermiogenesis, an important specialization of sperm cells, that develop specific organelles: the acrosome and the flagellum, requiring important cytoskeleton reorganization127 to form an axoneme of microtubule, associated with molecular motors of the dynein family. Other molecular motor and components of the cytoskeleton, such as kinesins128, actin and myosin, are critical for sperm cell differentiation, including acrosome biogenesis and vesicle transport129.

Carassius gibelio likely originated from a triploidization event in C. auratus25,26,130, with a potential genetic contribution of C. carpio46,131. Following initial invasion, C. gibelio populations were composed of triploid females only, reproducing asexually by gynogenesis21. The later re-acquisition of sexual reproduction and the appearance of males, a unique case in asexual species, led to the coexistence of sexual and gynogenetic individuals in the same populations of C. gibelio in Asia and Europe41,132. The former explanation of the minor presence of males in the populations of all gynogenetic female populations was based on the assumption that gynogenetic triploid females exhibit two kinds of reproduction – asexual, when using heterologous sperm for the activation of eggs and embryo development, or sexual, when using homologous sperm132. In fact, many sexual reproduction-related genes are maintained and expressed in gynogenetic females of gibel carp, suggesting that these females retain the genetic toolkit for meiosis and sexual reproduction46. However, our experimental breeding showed that some gynogenetic females produced solely triploid female offspring, and that the appearance of triploid males was only induced by high temperature, whilst other gynogenetic females may produce males already at a lower temperature. This suggests that supplementary environmental or genetic components may also be involved in sex determination of male offspring of gynogenetic females. However, several field studies in European waters have documented triploid-diploid populations of gibel carp with about 37–60% females, reproducing mostly by gynogenesis, and 40–63% of diploids with the same female: male ratio. Triploid males have rarely been reported in nature133,134, in support of the hypothesis that temperature-induction of triploid males currently plays a greater role in the appearance of triploid males than the sexual reproduction of gynogenetic females.

The results of the present study shed new light on the evolution of the asexual and sexual complex of gibel carp. These findings suggest that using both gynogenetic and sexual reproduction allows gibel carp, a very successful invasive species across European countries, to combine the advantages of gynogenetic reproduction, which affords especially fast population growth135, with the advantages of sexual reproduction, which provides higher resistance to parasites, higher aerobic performance, and better immunity compared to gynogenetic females136. The extreme plasticity of gibel carp, combining gynogenesis and sexual reproduction, as well as the possibility of temperature-induced sex reversal, highlights its unique evolutionary trajectory and likely explains the high ecological tolerance and invasiveness of this species in European aquatic ecosystems.

Conclusion and perspectives

Our transcriptomic comparisons suggest significant differences between genotypic and temperature-induced male differentiation in C. gibelio. Induced males show underrepresentation and lower expression of meiotic regulators and genes controlling cell cycle checkpoints and homologous recombination, which may impair the accuracy of meiosis and provide a mechanistic explanation for their lower reproductive abilities. Genotypic male differentiation is associated with several major sex determination genes, including sox8, gsdf, and lhx9, as well as hormone synthesis genes such as amh and cyp19a1a. Temperature-induced masculinization is associated with transcriptional activation of hsd17b2, involved in steroid biosynthesis, and the meiotic gene mnd1. Our results also confirm the central role of cyp19a1 in sex determination and suggest that this gene plays a major role over a wider range of temperature-induced female-male sex reversal in C. gibelio. The downregulation of critical genes involved in cytoskeletal assembly and flagellum function, and sperm-egg interaction, highlights the impaired spermatogenesis, reduced functional sperm motility and fertilization abilities of temperature-induced males. At the hormonal level, the lower expression of genes involved in male differentiation, sox8, amh and cyp19a1a, in temperature-induced males, suggests differing male sex-differentiation pathways between GSD and TSD. Our findings contribute to the understanding of the molecular mechanisms responsible for the coexistence of sexual and asexual forms of gibel carp populations. Future integrative research combining transcriptome profiling with functional assays, such as sperm motility tests, fertilization success, hormone quantification, and histological analyses of spermiogenesis, could link differential expression of meiosis and spermatogenesis genes with reproductive capacity, to provide deeper insight into the evolution of sex and males within all-female asexual species.

Materials and methods

Specimens of C. gibelio were generated from the artificial breeding of fish that were sampled in the Dyje River (Czech Republic) and genotyped according to published studies133,134,137. Ploidy was determined using a Partec CCA-I flow cytometer (Partec GmbH)136 using diploid C. auratus as standard. Carassius gibelio specimens collected from the wild and used for artificial breeding were separated according to sex into two well-aerated tanks and stimulated for ovulation/spermiation by carp pituitary. Oocytes of ovulating females and sperm were sampled according to Gela et al.138. We performed the sexual crossing (diploid females and diploid males) and the induced gynogenesis (using sperm of diploid male C. gibelio, C. carpio or A. brama for induction of gynogenesis). Following published studies31, the embryos were incubated at 22 °C during the periods of embryogenesis and larval hatching, and then the larvae were reared in aquaria with oxygenated water at a temperature of 22 (± 0.5) °C. For temperature influence on male determination, we randomly selected 400 larvae derived from the eggs of the each gynogenetic female, then larvae from the same gynogenetic female until first feeding were divided into groups and the rearing temperature was gradually changed from 22 (± 0.5) °C to 25 (± 0.5), 28 (± 0.5), and 31 (± 0.5) ℃, respectively. The larvae were reared in aquaria with oxygenated water for 35 days, then the temperature gradually decreased to 22 °C. The larvae were fed with live artemia, subsequently frozen adult artemia and commercial dry pellet. Fish offspring were reared in aquarium conditions until two years of age (i.e., sexual maturity) before their gonadal tissues were collected. Fish sex was determined visually for offspring of each female corresponding the different temperature treatments (i.e., sex was determined for 100 offspring at 22 °C, 100 offspring at 25 °C, 100 offspring at 28 °C, and 100 offspring at 31 °C of each female) based on the presence of ovaries or testes.

Gonadal histology was performed on subsets of genotypic males and temperature-induced males from the experimental breeding, as well as on sexual diploid males and rare triploid males collected from the wild. Paraffin histology techniques applied in the study followed the standard procedure described in Bancroft’s Theory and Practice of Histological Techniques139. Two types of fixatives (Davidson’s fluid according to the original recipe and its modified version94 specifically for male gonads) were used; 3–4 μm thick sections were stained with hematoxylin and eosin. On the basis of light microscopy, male gonads were assigned into reproductive classes defined from the literature45.

First, analyses focused on reproduction-associated genes and meiosis-associated genes in genotypic diploid males (resulting from artificial sexual reproduction) and temperature-induced males were performed (see below). Next, analyses focused on sex-determination genes were performed. We selected the groups of temperature-induced males based on the pattern observed for sex reversal in the offspring of gynogenetic females. For the gynogenetic females we observed either (1) no sex reversal at 22 °C, weak sex reversal at 25 °C and full sex reversal at 28 °C and 31 °C, or (2) moderate to high sex reversal at 22 °C, high sex reversal at 25 °C and full sex reversal at 28 and 31 °C. As the objective of this part of the study was to compare the DEGs linked to male sex determination between genotypic and temperature-induced males, we selected the male offspring corresponding to (1) full sex reversal at 28 °C and 31 °C only (termed as male group 1), (2) high sex reversal at 22 °C (termed as male group 3) and (3) full sex reversal at 28 °C and 31 °C (termed as male group 2) for the offspring of the same gynogenetic females in which a high sex reversal of offspring was recorded already at 22 °C. Then, we compared the genotypic diploid males and each of these three temperature-induced male groups.

Fish were euthanized by physical stunning through a blow to the skull with a blunt wooden instrument immediately followed by exsanguination. Gonadal tissues were submerged in Ambion RNAlater stabilization solution (Thermo Fisher Scientific, Waltham, MA, USA) and stored at −80 °C until the isolation of total RNA. Prior to sampling, the ploidy of each C. gibelio specimen was checked using the same methodology as described above.

RNA extraction and library preparation

Testes RNA was isolated with the PureLink®RNA Mini Kit (Ambion) combined with Trizol reagent (Thermo Fisher Scientific, Waltham, MA, USA), including PureLink DNase treatment, following Jacques et al.46. RNA concentration was measured with a QubitTM 4 fluorometer (Invitrogen by Thermo Fisher Scientific, Waltham, MA, USA) and Qubit RNA HS Assay Kit (Thermo Fisher Scientific, Waltham, MA, USA). RNA quality was assessed with the RNA 6000 Nano Kit and 2100 Bioanalyser (Agilent Technologies, Santa Clara, CA, USA). RNA integrity (RIN) was subsequently measured in an external genomic facility using a Fragment Analyzer and RNA Kit 15 nt (Agilent Technologies). RNA enrichment and full-length RNA-seq libraries were prepared using the NEBNext Poly(A) mRNA Magnetic Isolation Module (New England Biolabs) and NEBNext Ultra II Directional RNA Library Prep Kit (New England Biolabs) with xGen™ CS adapters (IDT) containing UMIs, respectively. The sequencing was performed on a NovaSeq 6000 (Illumina) in paired end 150 bp mode.

NGS data analyses

The quality of raw fastq reads was analysed using FastQC140 and BioBloomTools v.2.3.4 following Jacques et al.46. The clipping of Illumina adapters and the quality trimming of raw fastq reads were realized with Cutadapt v.4.3 (-quality-base = 33 -q 0,20 -m 35 -M 250), and the mapping of trimmed RNA-seq reads was performed using Carassius auratus (ASM336829v1) as reference genome, using STAR v.2.7.3a141 with default parameters except --outFilterMismatchNoverLmax 0.4 and --twopassMode Basic. Uniquely- and multi-mapped reads number and percentage, rRNA contamination, mapped regions, read coverage distribution, strand specificity and gene biotypes control were processed using RSeQC v.4.0.0142, Picard toolkit v.2.25.6143, and Qualimap v.2.2.2144. MultiQC v.1.10.1145 was used for statistics.

Differential expression analysis and pathway enrichment analysis

The bioinformatic processing of raw sequencing data was performed following Jacques et al.46, using uniquely mapped read counted by featureCount from Subread package v.2.0146 for differential gene expression calculation, the Bioconductor package DESeq2 v.1.34.0147 for analysis with the formula: design = ~ condition, including the principal component analyses (PCA). IDEP 2.0148 was used to generate the heatmap. Gene Ontology (GO) terms and KEGG pathways149,150,151,152 enrichment were performed with David153, using genes with baseMean > 10 as background and the criteria from Jacques et al.46. Significantly differentially expressed genes (DEGs) between testes of genotypic and temperature-induced males were selected based on the following criteria: baseMean > 10 and padj < 0.05. The molecular databases Uniprot154, KEGG150,151,152, Zfin155 and GeneCards156 were used to determine gene function, and KEGG was used to analyse the function of genes in specific biological pathways.

Gene selection and real-time quantitative PCR

Twenty reproduction-associated genes were selected from RNA-seq data based on GO and KEGG terms and published studies54,55,56,157 and were used for validation by RT-qPCR analysis. Two reference genes, A-tubulin (A-tub) and B-actin (B-act), were tested for their stability using qPCR on 12 samples representing the biological replicates for each group (genotypic males and temperature-induced males), following the conditions described below, and the ΔCq method. The two reference genes were considered stable based on standard deviation of ΔCq < 0.5 (0.204) and used for expression data normalization in our data set. Amplification specificity was assessed using classical PCR. Amplification efficiency (E = 90–110%) and regression coefficient (R2> 0.98) were considered acceptable. The PCR was run under the following conditions: an initial denaturation at 95 °C for 10 min, followed by 40 cycles of 95 °C for 15 s and a gene-specific annealing temperature (AT, 54–57 °C) for 30 s, followed by 45 s at 72 °C. A melting curve analysis was performed to verify the PCR specificity (95 °C for 15 s, gene-specific AT for 1 min, and gene-specific AT to 95 °C gradually increasing by 0.5 °C per 5 s). The successful RT-qPCR was performed for 16 biologically relevant genes based on protocols published by Jacques et al.46, and using the Reference Gene Selection Tool from Bio-Rad CFX Maestro software (Bio-Rad)158. As PCR amplified unspecific products for the other four reproduction-associated genes selected from RNA-seq, they were not included in qPCR. Primers were designed to cover exon-exon junctions, with the primer designing tool Primer Blast159. The selection of genes and their primer sequences are summarized in Table 7. The reverse transcription was performed using High-Capacity RNA-to-cDNA Kit (Applied Biosystems by Thermo Fisher Scientific). Classical PCR and RT-qPCR were performed following the protocols and conditions published by Jacques et al.46. Real-time qPCR was realized with LightCycler 480 II Real-Time PCR System (Roche Diagnostics) and LightCycler 480 SYBR Green I Master chemistry (Roche), using A-tub and B-act as housekeeping genes. RT-qPCR outputs were analysed using the ΔΔCq method160 and genotypic diploid males as control group.

Table 7 List of the target genes selected from RNA-seq analysed using RT-qPCR. Their respective primer sequences and amplicon size are indicated.