Estrogen exposure overrides the masculinizing effect of elevated temperature by a downregulation of the key genes implicated in sexual differentiation in a fish with mixed genetic and environmental sex determination

Understanding the consequences of thermal and chemical variations in aquatic habitats is of importance in a scenario of global change. In ecology, the sex ratio is a major population demographic parameter. So far, research that measured environmental perturbations on fish sex ratios has usually involved a few model species with a strong genetic basis of sex determination, and focused on the study of juvenile or adult gonads. However, the underlying mechanisms at the time of gender commitment are poorly understood. In an effort to elucidate the mechanisms driving sex differentiation, here we used the European sea bass, a fish species where genetics and environment (temperature) contribute equally to sex determination. Here, we analyzed the transcriptome of developing gonads experiencing either testis or ovarian differentiation as a result of thermal and/or exogenous estrogen influences. These external insults elicited different responses. Thus, while elevated temperature masculinized genetic females, estrogen exposure was able to override thermal effects and resulted in an all-female population. A total of 383 genes were differentially expressed, with an overall downregulation in the expression of genes involved in both in testicular and ovarian differentiation when fish were exposed to Estradiol-17ß through a shutdown of the first steps of steroidogenesis. However, once the female phenotype was imposed, gonads could continue their normal development, even taking into account that some of the resulting females were fish that otherwise would have developed as males. The data on the underlying mechanisms operating at the molecular level presented here contribute to a better understanding of the sex ratio response of fish species subjected to a combination of two of the most common environmental perturbations and can have implications in future conservational policies.


Background
The sex ratio is an essential demographic parameter in population ecology, and its proper establishment is crucial for the perpetuation of all sexually-reproducing species [1]. In fish, the establishment of the primary sex ratio mostly depends on the genetic and environmental contribution to the process of sex determination and differentiation [2,3], although other factors such as differential survival can also have an influence.
Temperature increases related to global change and pollution of water bodies, both ultimately due to human activity, greatly influence aquatic ecosystems, with opposing effects on sex ratios of many fish populations. In sensitive fish species, the sex ratio (gonadal differentiation) response to elevated temperatures is an increase in the number of males [16]. Thus, abnormally elevated temperatures often result in a severely malebiased population [17]. On the other hand, many chemicals present in the aquatic environment have a feminizing effect since they are able to disrupt the endocrine system by mimicking the effects of estrogens through binding to the estrogen receptor [18]. Consequently, even at low environmental concentrations, a sufficiently long exposure can lead to the feminization of the entire population [19].
Fish transcriptomes have been analyzed during sexual differentiation [20][21][22][23][24][25] and after E 2 exposure [18,[26][27][28]. Tissue-and gender-specific responses, [29,30] as well as biogeographical differences [31], have been shown. However, it is still not clear whether the exposure to exogenous steroids elicits changes similar to those occurring during natural physiological processes [32][33][34]. These exogenous steroids inhibit the expression of several steroidogenic enzymes, as observed in different species [34][35][36][37] and thus alter normal hormonal functions [38,39]. However, most of the studies referred to above were conducted in species with a strong sexual determining system (XX/ XY or ZW/ZZ) where sex is highly canalized and not easily influenced by environmental perturbations. This contrast with species with a polygenic sex determination system, where the final sex depends on a delicate balance between endogenous and external stimuli [24].
The European sea bass (Dicentrarchus labrax) is a gonochoristic species that lacks sex chromosomes and for which a polygenic system of sex determination involving a two-biallelic system has been proposed [40]. Furthermore, sex determination and differentiation are influenced by environment during early development [41], when temperatures just a few degrees above 17°C applied during the thermosensitive period (0-60 days post hatch; dph [24,42]) masculinize about half of the fish that under natural temperatures would develop as females. This masculinization is induced through the hypermethylation of the cyp19a1a promoter in females that prevents the synthesis of the E 2 necessary for ovarian development [43]. It is also known that E 2 administered during the hormone-sensitive period (HSP = 90-160 days post hatch [44]) can result in feminization of the whole population [14]. The study of European sea bass responses to environmental cues is also interesting because the nursing of this species takes place in coastal shallow waters of 10 m depth [45], that are more sensitive to thermal fluctuations as the ones predicted in current climate change models [46], and also likely containing xenoestrogens that can act as endocrine disruptors [47].
The goal of our study was to compare patterns of gene expression in a species with polygenic sex determination such as the European sea bass at the time when gonads were experiencing opposite pathways of differentiation as a consequence of the environmental cues to which they were exposed. For that we generated two European sea bass populations: 1) one male-biased (78% males) through exposure to elevated water temperature, and another female-biased (100% females) by exposing fish to E2 during the HSP. We then examined gene expression in gonads at 170 dph, i.e., during the sex differentiation period by a custom-made oligo microarray.

Rearing conditions, experimental design and basic data collection
Twenty-four hours post hatch European sea bass larvae from a commercial hatchery (St. Pere Pescador, Girona, Spain) were transferred to the Institute of Marine Sciences "Experimental Aquarium Facility" (ZAE). Larvae densities per tank, environmental and rearing conditions followed the protocols previously described [48]. Fish used for this article were reared and sacrificed in agreement with the European Convention for the Protection of Animals used in scientific experimentation (EST Nu 123, 01/01/91).
The male fish used in this study were siblings of males used in a previous study [24]. Briefly, fish were divided into four tanks and maintained at 17°C during the first 20 dph. Then, water temperature was raised until 21°C for two of the groups (Control "HT" and Estradiol "HT-E 2 ") for the remaining two groups; temperature was decreased to 15°C (Control low temperature "LT" and Estradiol "LT-E 2 "), at a rate of 0.5°C/day. At~220 dph (fall) water was left to follow the natural fluctuations in temperature. From 90 to 154 dph, the HT and LT groups (n = 150 fish/group) were fed ad libitum two times a day with dry food sprayed with 96% Ethanol, while the other groups E 2 groups (n = 150 fish/group) were fed with the same diet supplemented with Estradiol diluted in 96% Ethanol at 10 mg/Kg food (Additional file 1: Figure S3). No treatment-related mortality was observed.
Following the protocols already detailed in [24]; biometric data (standard length: SL, body weight: BW) was collected periodically and gonads samples for microarray and qPCR analysis of gene expression were taken at 170 dph and immediately frozen in liquid Nitrogen. At 170 dph gonads were fixed in 4% Paraformaldehyde to assess the female stages of oocyte maturation and male spermatogenesis progression [49]. Gonadosomatic (GSI), hepatosomatic (HSI) and carcass (CI) indices were determined to analyze the possible effects of temperature and hormonal exposure on fish maturation at 337 dph.

RNA extraction and cDNA synthesis
As previously described in [50], total RNA was obtained from 170 dph sea bass gonads using Trizol and a chloroform-isopropanol-ethanol protocol. RNA concentration was measured with a ND-1000 spectrophotometer, and quality was confirmed by examination on 1% agarose/formaldehyde gels. Total RNA was treated with RNase-free DNase, reverse transcribed to cDNA and checked using a Bioanalyzer 6000 Nano LabChip. Samples with a 100-200 ng/μl concentration and RIN values >7 were selected for microarray hybridizations.
Quantitative real-time PCR (qPCR) As previously described in [24] qPCR was used to: 1) select high cyp19a1a expressors (presumably females) at 170 dph for microarray analysis (Additional file 2: Figure  S7) and, 2) validate microarray results and check several genes related to sex differentiation (Additional file 3: Table S1 for a gene glossary). cDNA was always diluted 1:10 for target genes and 1:500 for the r18S housekeeping gene (previously validated in [47]). Briefly, primer design and quality checking was done using Primer 3 Plus, primer specificity and performance was checked with a melting curve analysis after amplification (Additional file 4: Table S2: E: efficiency between 1.99 and 2.27; slope ranging from −2.6 to −3.3 and R 2 : linear correlations higher than 0.94) and a standard qPCR program was performed. Samples were run in triplicate on an ABI 7900HT in 384-wells plates in a final volume of 10 μl per well with negative controls lacking cDNA/primers always included in duplicate. Data were collected and analyzed using SDS 2.3 and RQ Manager 1.2 software. Primer E was used to adjust Ct values and the r18S housekeeping gene was used to correct for intra-and inter-assay variations [51].

Microarray
Five individuals per group were individually hybridized and randomly distributed on different slides to avoid batch effects. Microarrays were hybridized at the Institute of Biotechnology and Biomedicine (UAB, Barcelona). Briefly, RNA was Cy3-labeled with Agilent's One-Color Microarray-Based Gene Expression Analysis, along with Agilent's One-Color RNA SpikeIn Kit), cRNA was purified, quantified on a ND-1000 Nanodrop, verified on a Bionalyazer 2100, hybridized in a custom sea bass array (Agilent ID 023790), washed and scanned (see detailed protocol in [24]). Intensities and control features were checked by Agilent's Feature Extraction software version 10.4.0.0. The platform that validates the array can be seen at Gene Expression Omnibus (GEO)-NCBI database (GPL13443). Datasets used in this article are accessible at GSE52307 for the LT and HT samples and at GSE52938 for LT-E 2 and HT-E 2 ones.

Statistical analysis of data
Briefly, data were checked for normality (Kolmogorov-Smirnov's test), homoscedasticity of variance (Levene's test) and log-transformed when needed. GSI, HSI and CI data were arcsine transformed before any statistical analysis. A two-step cluster analysis previously validated and described elsewhere [52] of 2DCt cyp19a1a values at 170 dph was used to select the highest cyp19a1a expressors per sample for the hybridizations based on the available expression data (Additional file 2: Figure S7). One-way analysis of variance (ANOVA) was used to determine differences between relative cyp19a1a mRNA levels resulting from qPCR high and low expressors and for length, weight, GSI, HSI and CI data sets. Post hoc multiple comparisons (Tukey's HSD test) were done when statistical differences were present. Data are expressed as mean ± SEM (standard error of the mean). In this study, differences were accepted as significant when P < 0.05. Chi-square test with Yates' correction [53] was used for sex ratio analysis and qPCR 2DCt values [51] were analyzed by Student's t-test. Analyses were performed using IBM SPSS Statistics 19.
Briefly, microarray raw data from the Feature Extraction output files was corrected for background noise [54] and quantile normalized [55]. Limma [56] was used to analyze differential expression, and then corrected for multiple testing (False Discovery Rate method, FDR). Genes were considered to be differentially expressed genes (DEG) when the absolute fold change between the two compared groups, was higher than 1.5, the adjusted P-value was lower than 0.05 and were reliable in all samples. A Principal Component Analysis was performed to visualize the variability of the samples (Additional file 5: Figure S4). Statistical analysis was performed with the Bioconductor project (http://www.bioconductor.org/) in the R statistical environment (http://cran.rproject.org/) [57].

Gene annotation enrichment analysis
Briefly, Genecards (http://www.genecards.org/) and Uniprot (http://www.uniprot.org) were used to assign gene names, gene symbols, synonyms and functions. The web based tool AMIGO (http://amigo.geneontology.org/cgibin/amigo/go.cgi; [58]) was used to obtain sequences of the DEG, Blast2GO software [59], KEGG (http:// www.genome.jp/kegg/) and DAVID (http://david.abcc.ncifcrf.gov); [60,61]) were used to assign GO terms as well as the pathways associated to these genes. In addition, Blast2GO was used with a reference set containing all the genes from the custom-made microarray to check GO term results by a two-tailed Fisher's Exact Test with Multiple Testing Correction of FDR [62]. Physical and functional protein interactions of the genes were modeled with a web based tool STRING v9.1 (http://string-db.org/); [63]) using the STRING human database as a background.

Biometries
Standard length (SL) and body weight (BW) were assessed at 170 (when samples for microarray hybridizations and qPCR were taken) and 337 dph (when sex ratio was assessed). At 170 dph, in both the low and the high cyp19a1a expressors, the Estradiol (E 2 ) treated fish were shorter (P < 0.01) and lighter (P < 0.001) than those of the high temperature (HT) group indicating a negative effect of E 2 on growth. These differences were also present when comparing low temperature (LT) vs. low temperature plus Estradiol (LT-E 2 ) fish (Table 1). At 337 dph, sexual growth dimorphism (SGD) was not observed in the HT group, since there were no differences in BW between sexes (Table 2). In contrast to the situation observed at 170 dph, at 337 dph HT females, despite being slightly bigger and heavier than E 2 -exposed females, showed no differences for SL nor BW (Table 2) and neither for hepatosomatic (HIS) nor carcass index (CI) (data not shown).

Sex ratio and gonadosomatic index (GSI)
Sex ratio was female-(100% females) and male-biased (21% females) at the HT-E 2 and HT groups, respectively ( Fig. 1a) with statistically significant differences between them (P < 0.001) and between HT and LT, but not between HT-E 2 and LT-E 2 (P > 0.05, Additional file 6: Figure S1). At 337 dph, the GSI was significantly higher in HT females when compared to the HT-E 2 females (P < 0.05) (Fig. 1b), but with no differences when compared to LT or LT-E 2 (Additional file 6: Figure S1). Females were still immature, with ovaries replete with oocytes at the cortical alveolar stage (Additional file 7: Figure S2ab). On the other hand, HT group males were fully mature and presented seminiferous tubules filled with sperm (Additional file 7: Figure S2c).

Transcriptomic analysis of gene expression in sexually differentiating gonads
Here we focus on the analysis of gonads undergoing different developmental pathways by using the masculinization effect of high temperature to force fish to develop as males and then either rescuing the phenotype by administering E 2 (HT-E 2 group) or studying the temperature-resistant females (HT group). A Principal Component Analysis showed how samples clustered on a treatment-manner (Additional file 5: Figure S4) and further microarray analysis yielded 383 significantly differentially expressed genes (DEG) where 92 were up-and 291 downregulated (Additional file 8: Table S3 and Additional file 9: Table S4). Hierarchical clustering based on the DEG showed that fish clustered in a treatment-related manner (Fig. 2). The associated pathways analyzed by DAVID (Additional file 9: Table S4), suggested that E 2 exposure inhibited pathways processes related to One-way ANOVAs for length and weight comparing low cyp19a1a expressors for the four treated groups as well as for the high cyp19a1a expressors. Results are shown as mean ± SEM. Different letters indicate statistical differences (P < 0.05) between groups DNA replication and repair, reproduction (progesteronemediated oocyte maturation), hormonal-signaling (gonadotropin releasing hormone GnRH, epidermal growth factor erbB or Hedgehog), lipid metabolism or immunology. In contrast, pathways related to oocyte meiosis, steroid biosynthesis, sugar metabolism or cytokine receptor interactions were induced (Fig. 2, Additional file 10: Table S5). The comparison between LT (fish reared at low temperature allowing female development) and LT-E 2 (fish reared at low temperature but forced to develop as females) had just 2 DEG, showing no differences between natural and artificial females (data not shown). On the other hand, when analyzing the common DEG between the double comparisons of the HT-E 2 group vs. LT or vs. LT-E 2 there were 91 upregulated and 93 downregulated common genes in the E 2 group (Fig. 3, Additional file 11: Table S6). These genes were mainly involved in increased DNA repair, mitotic cell cycle and apoptosis; and in a reduction of the integration of energy metabolism, adherent and tight junctions, adipocytokine, epithelial cell signaling pathways and muscle contraction (data not shown).

Gene ontology enrichment analysis of genes regulated by exposure to estradiol
Blast2GO analysis enabled the identification of the associated GO terms for the DEG and related then to biological process (BP), molecular function (MF) or cell component (CC) and always showed more downregulated GO terms at any given comparison. The main subcategories were related to reproduction, signaling, responses to stimulus, growth, immune system and developmental processes. Binding and catalytic activities were the most abundant Results are shown as mean ± SEM. Different letters mark statistical differences (P < 0.05) between groups a b Fig. 1 Effects of thermal and estrogen exposure on one-year-old European sea bass gonads. a Percent females in each group, with a difference from a Fisherian 1:1 balanced sex ratio. b Female gonadosomatic index. Data as mean + SEM. Males were not included since no males were present in the E 2 -treated group. * = P < 0.05; *** = P < 0.001 among the MF subcategories (Additional file 12: Table S7). A two-tailed Fisher's exact test with multiple testing corrections for FDR (P-value filter of 0.05) was performed to assess the over-representation of the functions related to the downregulated genes due to E 2 exposure. Specifically, there were 148 over-represented functions when taking the microarray as background (Additional file 13: Table S8). The most interesting enriched MF GO-terms (26) were related to nuclear hormone receptor binding, growth factor and NADP-retinol hydrogenase activity. Enriched GOterms (97) were clearly related to reproduction, immunology and growth.

KEGG pathway enrichment analysis of genes regulated by estradiol exposure
There were 46 pathways affected by the E 2 treatment (Additional file 14: Table S9), mainly related to metabolism (i.e. retinol), immunological signaling and steroid hormone biosynthesis. Furthermore, DAVID analysis on the GO-terms with the highest stringency showed that meiosis (two clusters with 1.47 and 1.06 enriched scores), reproduction (three clusters with 1.17, 0.81 and 0.4 enriched scores) and hormone regulation (one cluster with 0.33 enriched scores) were the most enriched ones. Since we found the genes involved in reproduction to be downregulated as a result of the E 2 exposure, we further focused on the genes related to the ovarian steroidogenic pathway, which for most of them showed the same tendency towards downregulation. Among them, star and gnrh genes exhibited a significant downregulation (P < 0.05). On the other hand, igf1 exhibited an opposite significant increase in the expression (P < 0.05) due to the E 2 exposure (Fig. 5).

Protein-protein interaction analysis
Proteins coded by the DEG analyzed using STRING, showed enrichment in interactions (P < 0.001). E 2 exposure caused an increase in protein interactions (range of combined scores of interactions 0.400-0.999) for protein networks related to transcriptional activation, DNA repair, immunity, catabolism, oxidative phosphorylation and muscle contraction (Additional file 15: Figure S5). On the other hand, protein networks obtained from the downregulated genes (range of combined scores of interactions 0.402-0.999) were more related to: apoptosis, inflammation, histone demethylases and inhibition of histone acetylase 1, cell adhesion, morphology and motility, protein complex assembly, intracellular trafficking and secretion, Rho and Rac GTPases activators, response to hormonal stimulus and reproductive structure development (Additional file 16: Figure S6). Low to high expression is shown by a gradation color from red to green. On the right, the hierarchical clustering of genes by DAVID is shown (for a more tailed list of the altered pathways see Additional file 8: Table S3)

Genes related to epigenetic regulatory mechanisms
We found that demethylases, dicer1, helicases, most of the histone deacetylases, polycomb complex members, as well as DNA-methyltransferases 1 and 3 were downregulated in the HT-E 2 group. In contrast, most histone acetyltransferases and methyltransferases were upregulated. Finally, histone acetylase 11 (hdac11) and euchromatic histone lysine N-methyltransferase (ehmt2), two genes previously analyzed by qPCR, showed a heat-related upregulation even under the E 2 exposure (Additional file 17: Table S10).

Discussion
In this study, European sea bass, a fish with mixed genetic and environmental influences [40,41], was used to analyze the transcriptome of fish gonads at the time of sex differentiation after being exposed to thermal and chemical perturbations. Here we show how the exposure to estrogen at early juvenile development was able to completely feminize the population that otherwise would have developed as males due to the high temperature. Moreover, estrogen-exposed females showed a transcriptome reprograming that affected not only steroidogenesis but also pathways related to reproduction, immunity, growth, response to stimulus and the metabolism of lipids and xenobiotics. However, based on histological analysis, we observed that once the female phenotype is imposed gonads could proceed with apparent normal development.
The HT group was masculinized (21% females) by the elevated temperatures. However, this masculinizing effect was completely overridden by the E 2 exposure (100% females at HT-E 2 group) without affecting the histological structure of the immature ovary, where cortical alveolar oocytes in both groups predominated. However, GSI values indicate a reduction in ovarian growth as already described in other fish species [64][65][66]. GSI values of E 2 -exposed females are higher than those of control females, without any apparent effect on fat content, opposite to what was found by Saillant et al. [14], and with slightly higher HSI in E 2 -exposed females, in agreement with previous studies on fish subjected to the effects of xenoestrogens [67][68][69].
Microarray analysis showed that E 2 exposure caused an alteration in the expression of 383 genes from gonads at the time of sex differentiation. The most important of those effects are discussed below.

Reproduction
It is well established that cyp19a1a gene expression and aromatase enzyme activity are necessary for normal ovarian differentiation and maintenance in all nonmammalian vertebrates including fishes [3]. E 2 treatment caused a significant downregulation of cyp19a1a at 170 dph, as assessed both by analysis of microarray and qPCR data. This downregulation took place after the hormonal exposure finished, as has also been observed in rainbow trout and zebrafish [34,70]. Nevertheless, since 1) E 2 completely feminized the exposed fish, even after initial heat-induced masculinization, and 2) the European sea bass cyp19a1a promoter lacks estrogen response elements (EREs), as in other fish [71], these observations suggest that E 2 -induced feminization likely did not involve direct cyp19a1a regulation. This interpretation is supported by qPCR results showing that star, an upstream component of the steroidogenic pathway, also was significantly downregulated by E 2 , in agreement with previous results in zebrafish [70], suggesting that E 2 shuts down the first steps of steroidogenesis by blocking star expression. Furthermore, the microarray analysis showed a whole downregulation of the ovarian steroidogenesis pathway and this seems to happen in a dose-and species-dependent manner. This is supported by the fact that E 2 expression decreases in some species and increases in some others [38,66,70,72]; and because other downstream genes such as cyp19a1a and 17β-hsd are affected in females but not in males [70,72,73]. However, studies in our lab have shown how the cyp19a1a expression downregulation does not involve changes in its promoter DNA methylation since unexposed and feminized females by E 2 showed no differences in the gonadal aromatase promoter methylation levels [43]. Other genes related to ovarian differentiation (i.e., wisp1, cyp19a1a, 17β-hsd and star) as well as male-related genes (amh, dmrt1 and tesc) or cyp19a1b and sox17 were downregulated after E 2 exposure, although in contrast to what has been found in other fish species [66].

Immunity
Some studies have suggested the possibility that sex steroids affect the immune system [74]. The microarray we used has a good representation of immunity-related terms and contains probes for a group of genes constituting the signaling pathways responsible for generating the immune response, including the Toll-like, NOD-like, RIG-I-like and the T-cell receptor signaling pathways. Interestingly, the latter was downregulated in the E 2 group. Also, many genes of the complement component, some cytokines and lysozymes were also downregulated after E 2 exposure, as seen before for medaka [29,30]. In contrast, several terms referring to response to stimulus were enriched, including response to estradiol, mechanical stimulus, lipopolysaccharids and regulation of response to stress.

Growth
Sex steroids can influence fish growth by altering the GH-IGF system [78]. Furthermore, during the sexual maturation of some fish species [79][80][81], plasma levels of sex steroids and GH correlate indicating a crosstalk between reproduction and growth-related pathways. In this study, all genes related to growth hormone and its receptor were downregulated. The same occurred with the insulin-like growth factor II gene, its receptors, igf1r, and its associated binding proteins in opposition to what has been described for the fathead minnow [38,66] when exposed only to E 2 . Further studies are needed since, at present, it is not possible to discern if these differences are species-specific or the result of the combination of both thermal and E 2 exposures.

Lipid metabolism
After E 2 exposure, terms related to lipid metabolism such as white fat cell differentiation, regulation of fat cell differentiation, plasma lipoprotein clearance, apolipoprotein binding or high and low density lipoprotein particle remodeling were over represented. Similar downregulations of apolipoproteins have been shown in different fish species [82][83][84], but not in the mummichog (Fundulus heteroclitus; [39]). Moreover, apoe, a protein related to lipid uptake by oocytes, was also downregulated in our study, in agreement with what has been previously shown for zebrafish [85].

Epigenetic regulatory mechanisms-related genes
Although it is known that epigenetic mechanisms are responsible for the acquisition and maintenance of cell identity, they have been only marginally explored in an ecological context. Thus, we have analyzed by qPCR the behavior of seven genes related to epigenetic regulatory mechanisms present in our microarray. Among them, dicer1, jarid2a, pcgf2, suz12 and mettl22 were downregulated by E 2 , overriding temperature effects. In contrast, the expression of ehmt2 and hdac11 was unchanged. Interestingly, we have also observed that the expression of six heat shock proteins (hrsp12, hsbp1, hsp10, hsp60, hspa14 and hsp70) was upregulated, implying that early exposure to elevated temperatures had persistent effects on the gonadal transcriptome, effects that were not overridden by the subsequent E 2 exposure.

Conclusions
Taken together, these results show how at the population level all fish developed as females since estrogen exposure during early juvenile development is able to completely override the masculinizing effect of elevated temperatures. However, these fish developed as females despite showing at the time of sex differentiation a downregulation of key genes in steroidogenesis. This blockage happened not only at upstream genes of the pathway such as star, but also at downstream genes such as cyp19a1a and 17β-hsd. Furthermore, estradiol administration also affected pathways related to reproduction, immunity, xenobiotic and lipid metabolism, signaling, responses to stimulus and growth. Thus, exposure to Note: Asterisks note statistical significant differences: * = P < 0.05; ** = P < 0.01; *** = P < 0.001. N 10 individuals analyzed per gene exogenous estrogens of sexually differentiating fish had a profound reprogramming effect on their gonadal transcriptome, causing not only a complete feminization of the population but an inhibition of steroidogenesis in developing females. It should be noted that some of the resulting females will be fish that otherwise would have developed as males. However, at 1 year of age, feminized fish exhibited a normal gonadal histology suggesting that once the female phenotype is imposed gonads can apparently continue their normal development. Although the impact of sex-reversed fish on natural populations has been simulated in species with simple chromosomal sex determining systems [86], the situation in species with more complex systems like the one used in this study remains unexplored. The data shown in this study helps to fill in the gap on the underlying mechanisms operating at the molecular level.

Additional files
Additional file 1: Figure S3. Experimental design. Upper graph depicts thermal differences. High/low temperatures (21°C/15°C) are marked in red/orange and blue/purple, respectively. The duration of the Estradiol treatment (90 to 154 dph) is marked with a light orange box. The bottom panel marks the key events related to sex differentiation and maturation in the European sea bass, as well as the main sampling points. (TIFF 2702 kb) Additional file 2: Figure S7. Two-step cluster analysis of 2DCt values to divide among high and low cyp19a1a expressors. a) LT (blue circles) Fig. 5 A KEGG pathway-based figure depicting the ovarian steroidogenesis pathway. Microarray results are marked with arrows (green arrows indicate a fold change (FC) higher than 1.5, while red arrows indicate a FC lower than 1.5). Yellow stars note genes in the microarray HT-E 2 vs. HT comparison