Next Article in Journal
Differentially Expressed Genes Induced by Erythropoietin Receptor Overexpression in Rat Mammary Adenocarcinoma RAMA 37-28 Cells
Previous Article in Journal
Electrochemical Chemically Based Sensors and Emerging Enzymatic Biosensors for Antidepressant Drug Detection: A Review
Previous Article in Special Issue
Amh/Amhr2 Signaling Causes Masculinization by Inhibiting Estrogen Synthesis during Gonadal Sex Differentiation in Japanese Flounder (Paralichthys olivaceus)
 
 
Font Type:
Arial Georgia Verdana
Font Size:
Aa Aa Aa
Line Spacing:
Column Width:
Background:
Article

17β-Estradiol Induced Sex Reversal and Gonadal Transcriptome Analysis in the Oriental River Prawn (Macrobrachium nipponense): Mechanisms, Pathways, and Potential Harm

1
Wuxi Fisheries College, Nanjing Agricultural University, Wuxi 214081, China
2
Key Laboratory of Freshwater Fisheries and Germplasm Resources Utilization, Ministry of Agriculture and Rural Affairs, Freshwater Fisheries Research Center, Chinese Academy of Fishery Sciences, Wuxi 214081, China
*
Authors to whom correspondence should be addressed.
Int. J. Mol. Sci. 2023, 24(10), 8481; https://doi.org/10.3390/ijms24108481
Submission received: 21 April 2023 / Revised: 4 May 2023 / Accepted: 7 May 2023 / Published: 9 May 2023
(This article belongs to the Special Issue Sex Hormones and Sex Differentiation)

Abstract

:
Sex reversal induced by 17β-estradiol (E2) has shown the potential possibility for monoculture technology development. The present study aimed to determine whether dietary supplementation with different concentrations of E2 could induce sex reversal in M. nipponense, and select the sex-related genes by performing the gonadal transcriptome analysis of normal male (M), normal female (FM), sex-reversed male prawns (RM), and unreversed male prawns (NRM). Histology, transcriptome analysis, and qPCR were performed to compare differences in gonad development, key metabolic pathways, and genes. Compared with the control, after 40 days, feeding E2 with 200 mg/kg at PL25 (PL: post-larvae developmental stage) resulted in the highest sex ratio (female: male) of 2.22:1. Histological observations demonstrated the co-existence of testis and ovaries in the same prawn. Male prawns from the NRM group exhibited slower testis development without mature sperm. RNA sequencing revealed 3702 differentially expressed genes (DEGs) between M vs. FM, 3111 between M vs. RM, and 4978 between FM vs. NRM. Retinol metabolism and nucleotide excision repair pathways were identified as the key pathways for sex reversal and sperm maturation, respectively. Sperm gelatinase (SG) was not screened in M vs. NRM, corroborating the results of the slice D. In M vs. RM, reproduction-related genes such as cathepsin C (CatC), heat shock protein cognate (HSP), double-sex (Dsx), and gonadotropin-releasing hormone receptor (GnRH) were expressed differently from the other two groups, indicating that these are involved in the process of sex reversal. Exogenous E2 can induce sex reversal, providing valuable evidence for the establishment of monoculture in this species.

1. Introduction

Steroid hormones, mostly found in the testes, ovaries, hepatopancreas, and hemolymph, play significant roles in the regulation of gonadal development, sex determination, and growth in aquatic species through their interactions with endocrine factors [1]. Among these hormones, 17β-Estradiol (E2), primarily associated with female reproductive function including the growth and development of the ovaries and uterus [2,3], has been extensively studied in many species. Obtaining female individuals of sexual differentiation is easiest and most conveniently performed by including E2 in diets [4]. A study on Atlantic halibut (Hippoglossus hippoglossus L.) revealed that the addition of E2 treatment yielded a 70–74% female population. In a recent study on brown trout (Salmo trutta), the 20 and 30 mg/kg treatment groups of estradiol resulted in 84 and 86% female populations, respectively, much higher than the 47% for the control group after 456 days of feeding [5]. In Atlantic cod (Gadus morhua), the proportion of males was significantly reduced by adding 10 and 20 mg/kg of E2 to the diet [6].
The oriental river prawn (Macrobrachium nipponense) is a species of crustacean widely distributed in China, Japan, Korea, Vietnam, and Myanmar [7,8]. However, during the reproductive period, adult female M. nipponense ovaries mature rapidly and periodically, leading to a significant decline in the market specifications of females. This issue, combined with high stocking densities and environmental deterioration, can ultimately affect the entire harvest yield. One promising approach is using E2 to artificially induce sex reversal and develop reliable monoculture technology. Crustaceans can be more susceptible to sex reversal when exposed to testosterone during early development as they are lower aquatic animals. Disturbance of testosterone during this stage could result in sex reversal [9]. A report on narrow-clawed crayfish (Astacus leptodactylus) showed that E2 injection to females, bath to pleopodal eggs, and bath to stage 1, 2, and 3 juveniles increased the feminization rate significantly compared to the control [10]. A similar study in freshwater prawn (Macrobrachium rosenbergii) suggested that the use of E2 for sex reversal in prawns should be approached with caution. After the developmentally sensitive period that causes sexual differentiation has passed, it may be difficult for E2 to cause sex reversal [11].
Some studies have reported that most hormones are released into the water through waste or metabolism in less than 72 h [3,12]. Despite the potential benefits of E2, excessive quantities can cause harm to the animal, such as damage to organs [13], abnormal development [14], cancer risk [15], etc. A study investigating the effects of E2 on the liver and kidneys of male mice found that exposure to high levels of E2 caused damage to both organs [16]. A review article summarized the potential effects of E2 on behavior in animals and concluded that high levels of E2 can lead to changes in aggression, mate selection, and other behaviors. To our knowledge, there are no studies on long-term exposure or consumption of high levels of the hormone in this species.
In the present experiment, we successfully reversed the sex of crustaceans using E2 for the first time and established the gonadal transcriptome of neo-males (RM) and unreversed male prawns (NRM). The objectives of this study were to (1) determine whether dietary supplementation with different concentrations of E2 could induce sex reversal in M. nipponense; (2) compare histological and transcriptional differences in the gonads of neo-males to reveal the mechanics of E2-induced sex reversal in males, and key metabolic pathways and genes; (3) compare histological and transcriptional differences in the testes of unreversed male prawns to reveal the damage of E2 on male organs and the potential harm. The results of this study provide important evidence and techniques for achieving sex reversal in M. nipponense and reveal damage to males from excessive E2.

2. Results

2.1. Effects of Different Concentrations of E2 of Juvenile Prawns

2.1.1. Sex Ratio

Figure 1 showed four concentrations of E2 over various lengths of time for the sex ratio (female:male). As shown in Figure 1A, throughout the culture phase the sex ratio of the control group was maintained around 1 (p > 0.05). Compared with the control group, the sex ratios all increased in the experiment groups. The best group was 200 mg/kg in Figure 1D, with a sex ratio of 2.22 at day 40, and was significantly different (p < 0.05).

2.1.2. Histological Observations of the Gonad

Figure 2A showed gonadal sections of female prawn from the 200 mg/kg experimental group after 40 days, in which the co-existence of testis-ovary was observed, spermatocyte filled in testis and nucleus can be seen in the ovarian cavity. Figure 2B,C were the gonadal sections of male and female prawns. Figure 2D was a testis section of male prawn that was unsex-reversed fed at 200 mg/kg E2, and Figure 2E was an ovary section of female prawn that sex-reversed. Compared with Figure 2B, there were no mature spermatozoa in the slower-developing testis in Figure 2D. However, Figure 2C,E showed that neo-male prawn ovaries developed normally, with many oogonia, primary oocytes and cytoplasmic membranes observed and yolk granule accumulation.

2.2. The Comparative Transcriptomic Analysis

2.2.1. Overview of Transcriptome Sequencing

After the low-quality reads were filtered out using FastQC, the following data were obtained for the four groups: 6,708,932,325 clean reads for M; 6,300,505,500 for FM; 7,237,298,550 for RM; 6,769,141,350 for NRM (Table 1). It was observed that the Q20 values of all samples, as detected by FastQC26, exceeded 95%, indicating high sequencing quality. All sequencing reads were stored in the Short Read Archive (SRA) of the National Center for Biotechnology Information (NCBI), and available with the accession number PRJNA961994. The first step in annotating all assembled unigenes involved querying the Nr (non-redundant) database. A total of 27,304 unigenes were successfully annotated in the Nr database. However, further investigation is required to determine the function of 4355 unannotated unigenes with novel genes.

2.2.2. Identification and Functional Analysis of DEGs

Principal components analysis (PCA) was used to calculate the correlation coefficient between different samples and differentiate them from one another. The resulting PCA clustering can be seen in Figure 3. These analyses provide a powerful tool for understanding the relationships between different samples and their underlying gene expression profiles. During the analysis, the original p-values resulting from hypothesis testing were corrected using the widely accepted and effective Benjamini–Hochberg method. This approach allowed for the reduction in the False Discovery Rate (FDR) when screening differentially expressed genes by calculating adjusted p-values. The screening criteria used to identify significant DEGs were FC ≥ 2 and FDR ≤ 0.01.
The analysis results revealed a total of 3702 DEGs in the “M vs. FM” comparison, with 2569 upregulated genes and 1133 were downregulated. Similarly, the “M vs. RM” comparison identified 3111 DEGs, consisting of 2062 upregulated genes and 1049 downregulated genes. Additionally, the “FM vs. NRM” comparison showed 4978 DEGs, with 1579 upregulated genes and 3399 downregulated genes. These findings provide valuable insights into the gene expression changes occurring between different experimental groups (Figure 4).

2.2.3. GO and COG Enrichment Analysis of DEGs

Gene products were clustered by the GO and COG databases to describe their functional attributes. A total of 25,365 unigenes matched the known proteins in the GO database and were clustered into cellular components, molecular functions, and biological processes (Figure 5). The majority of cellular components were represented by cell (13,692 unigenes), cell part (13,666 unigenes), and organelle (9795 unigenes). The majority of molecular functions were represented by binding (16,621 unigenes) and catalytic activity (12,340 unigenes). The majority of biological processes were represented by cellular processes (17,897 unigenes) and metabolic processes (14,197 unigenes). A total of 12,255 unigenes were assigned to the matched proteins in the COG database and included 23 functional categories (Figure 6). Replication, recombination, and repair annotated the largest number of unigenes (6116 unigenes), followed by General function prediction only (1401 unigenes).

2.2.4. KEGG Analysis and Important Differentially Expressed Pathways

KEGG analysis was applied to identify the biological pathways related to the unigenes. There were 509 DEGs mapped to 122 pathways in the comparisons of M vs. FM (Figure 7A). Among them, nine pathways including ABC transporters, Lysosome, Amino sugar and nucleotide sugar metabolism, other glycan degradation, Mismatch repair, Insect hormone biosynthesis, Terpenoid backbone biosynthesis, Galactose metabolism, and Glycosaminoglycan degradation in Table 2 (q-value < 0.1). Similarly, 475 DEGs were enriched in 121 pathways in the comparison of M vs. RM (Figure 7B). Five pathways, including Lysosome, Insect hormone biosynthesis, Amino sugar and nucleotide sugar metabolism, Retinol metabolism, and ABC transporters, with significant differences are shown in Table 2 (q-value < 0.1). There were 514 DEGs annotated in 121 pathways in the comparison of FM and NRM (Figure 7C). Seven pathways with significant differences including Nucleotide excision repair, DNA replication, Ribosome biogenesis in eukaryotes, Basal transcription factors, Apoptosis—multiple species, Homologous recombination, and Amino sugar and nucleotide sugar metabolism in Table 2 (q-value < 0.1).

2.2.5. The Response of Reproduction-Related Genes to Sex Reversal

In the M/FM, M/RM, and FM/NRM comparisons, a total of 25 reproduction-related genes were screened. As shown in Table 3, the genes upregulated in male and female prawns are cyclin B, cystatin, cathepsin B, VASA-like protein, vitellogenin, vitellogenin receptor, ferritin, Fem1b, feminization-1, gametocyte-specific factor and gonadotropin-releasing hormone receptor, the downregulated genes are sperm gelatinase, doublesex and mab-3 related transcription factor, Kazal-type protease inhibitor, chitinase 3C, chitinase 1B, chitinase 3A and male reproductive-related protein. Some additional genes that occurred in M/RM and were downregulated included cathepsin C, cathepsin L, heat shock protein cognate, doublesex, and legumain-like protein. This suggests that they may be involved in the process of sex reversal. Compared with M/FM and M/RM, some genes were specifically expressed such as sperm gelatinase, cathepsin B, cathepsin L, legumain-like protein, peritrophin, and gustavus.

2.2.6. Validation of DEGs by qRT-PCR

To validate the transcriptome results, nine DEGs were selected randomly that showed significantly different expression levels for qRT-PCR analysis in Figure 7. Positive numbers represent an upward trend and negative numbers represent a downward trend. As shown in Figure 8, the expression patterns of the nine DEGs identified by qRT-PCR were generally similar to those obtained in the RNA-Seq analyses. Although the relative expression levels were not completely consistent, this confirms that the current transcriptome sequencing data are reliable.

3. Discussion

This study aimed to determine whether dietary supplementation with different concentrations of E2 could induce sex reversal in oriental river prawns. The regulatory effect of E2 feeding on sex differentiation was analyzed by transcriptome analysis of sex-reversed prawn gonads. In this experiment, more females were observed after feeding E2 to post-larval juvenile M. nipponense in 50, 100, and 200 mg/kg. After 40 days, feeding E2 at a concentration of 200 mg/kg at the PL25 (PL: post-larvae developmental stage) resulted in the highest sex ratio (female: male) of 2.22:1. Histological observations also demonstrated the co-existence of testis and ovaries in the 200 mg/kg group. Furthermore, some male prawns at the PL30 did not reverse sex (NRM) after being fed 200 mg/kg E2, while others were reversed (RM) into females. Compared to male prawns, the testis developed slowly in NRM without mature sperm and spermatogonia were in the primary stage. Compared to female prawns, yolk granule accumulation, primary oocytes, and cytoplasmic membrane were observed in RM. The study indicated that vertebrate sexual hormones could induce sex reversal in crustaceans and determined that neo-males (sex-reversed male prawns) could be obtained by feeding 200 mg/kg E2 at the PL30 developmental stage. Interestingly, a high survival rate of M. nipponense was observed during and after hormone treatment, with even males without sex reversal remaining alive and eating normally. However, other studies have reported increased mortality for fish-fed hormone-treated feed [5,17,18]. The difference in these studies may be due to the concentration of E2 or the fact that M. nipponense are invertebrates and have a different excretion pattern from fish. While the feminization of male M. nipponense was successfully achieved in this study, the sex ratio did not reach 100%. One speculation is that the efficiency of sex reversal may be influenced by environmental factors such as water temperature and climate [19]. Further research may be required, such as extending the feed period or increasing the concentration of hormones.
In this study, a total of 69,545 transcripts were obtained, providing insight into the changes in transcriptional regulation within the gonads during sex reversal and helping to understand the molecular mechanisms of sex differentiation and gonad development in this species. According to the GO and COG analyses, genes related to male sexual development were predicted to be mainly found in the functional groups of cellular process, binding, metabolic process, and cells in the GO assignment, and in the functional groups of replication, recombination and repair, general function prediction only, and transcription in the COG classification. The number of DEGs between M vs. FM, M vs. RM, and FM vs. NRM was 3702, 3111, and 4978, respectively, indicating that supplementation of 200 mg/kg E2 in the diets affected the gonadal development of male prawns and more genes were activated in unsex-reversed males. This is consistent with histological observations of the RM and NRM. qPCR verification of nine randomly selected DEGs showed the same expression pattern as RNA-Seq, indicating the accuracy of the RNA-Seq.
Based on KEGG analysis comparing M vs. RM with M vs. FM, the Retinol metabolism pathway may play an important role in the sexual differentiation of M. nipponense. Retinoids (vitamin A) are critical to most forms of life. In chordates, they play an important role in the control of cell differentiation, regulation of immune competence, and reproduction during embryogenesis and in the adult organism. In both animals and humans, too high or too low levels of retinoic acid (RA) induce significant pathological changes during development. Retinoids primarily act by binding to retinoic acid receptors on DNA. During development, Cyp26a1 and Cyp26b1 play major roles in establishing RA gradients and regulating the differentiation of various stem cells [20]. In a recent study in mice, RA was found to promote the expression of some ovarian markers and inhibit the expression of some testis expressions. Furthermore, the absence of cyp26b1 leads to impaired steroidogenesis and feminization of the reproductive tract [21]. This is consistent with our results and suggests that cyp26b1 may be involved in the regulation of sex differentiation in M. nipponense. During gonad development, the transcription factor Steroidogenic Factor 1 (SF1) and Sex-Determining Region Y-Box 9 (Sox9) positively regulate Cyp26b1 transcription, allowing for RA degradation and blocking germ cell differentiation in response to RA. This indicates that the Retinol metabolism pathway may be the key pathway for sex reversal in M. nipponense. Therefore, we suggest that E2 may affect hormone levels in the gonads by interfering with the expression of key genes in the hormone production pathway, thereby reversing male shrimp that are in the critical period of sex differentiation into female prawns.
In FM vs. NRM, several pathways are enriched, including Nucleotide excision repair (NER), DNA replication, Ribosome biogenesis in eukaryotes, Apoptosis-multiple species, and Homologous recombination (HR). NER is a major DNA repair pathway that eliminates various helix-distorting DNA lesions generated mainly by environmental mutagens such as ultraviolet light (UV) irradiation [22]. DNA replication regulates progress through the cell cycle as well as transcription, apoptosis, DNA repair/recombination, and DNA replication itself [23]. Ribosome biogenesis has been clearly linked to disease, particularly to cancer and anemia, and also to aging [24]. The apoptotic pathway regulates the highly specific and efficient construction, maintenance, and repair of redundant, misplaced or damaged cells [25]. HR serves to eliminate deleterious lesions such as double-stranded breaks and interstrand crosslinks from chromosomes [26]. It indicates that E2 induces DNA damage, interferes with the initiation of cellular transformation and leads to genomic instability. This is consistent with a study in zebrafish [27] in which E2 caused DNA damage and genomic instability with alterations in genes controlling ribosome synthesis. This implies that the sex reversal caused by E2 could damage male health. A high dose of E2 caused a significant reduction in male prawn sperm and some studies have shown that the effect of the hormone on sperm is related to oxidative DNA damage [28]. In particular, several studies have demonstrated that certain proteins of the NER pathways work cooperatively in the removal of oxidative lesions [29]. Therefore, it is suggested that NER may be an important pathway that estrogens inhibit sperm maturation. However, the reasons for their failure in sex reversal have not been found. A reasonable speculation is that with the growth of prawns, their own endogenous hormones gradually take a dominant role and influence the development of their secondary sexual characteristics [30]. Further refinement of feeding periods and doses may be needed to fully feminize the population of this species.
In this study, a total of 25 reproduction-related genes were screened in M vs. FM, M vs. RM, and FM vs. NRM. Some of these showed different gene expression patterns. Sperm gelatinase (SG) may play an important role in the regulation of sperm motility [31] (hyperactivation), acrosome reaction [32], sperm–egg fusion [33], and many other reproductive functions. Mn-SG is specifically expressed in the testes of M. nipponense and its expression level gradually increases with the degree of testis development. The level of SG decreases after RNA interference (RNAi)-induced knockdown of Mn-SG [34]. There were no SG screened in FM vs. NRM, further proving the reliability of the slice results. In addition, cathepsin C (CatC), heat shock protein cognate (HSP) and double-sex (Dsx) were specifically expressed in M vs. RM. CatC plays a central role in ovarian development in insects and fish and is thought to be an effective target for inhibiting rapid sexual maturation in female M. nipponense [35]. HSP is expressed under multiple environmental stressors to protect aquatic organisms and is found to be most highly expressed in stage IV of ovarian development in M. nipponense, playing a key role in regulating yolk synthesis [36,37,38]. Dsx is detected in the fruit fly (Drosophila melanogaster) sex determination cascade and is thought to play a negative feedback regulatory role in male M. nipponense development [39]. It means that these genes may be involved not only in the development of gonads but also in the process of sexual differentiation. Their specific expression proved the possibility of neo-males developing mature ovaries, confirming the reliability of histological observations. These results provide an important basis for regulating sex differentiation with E2 and establishing monoculture in juvenile M. nipponense. It is noteworthy that the gonadotropin-releasing hormone receptor (GnRH) was not screened for in M vs. RM. GnRH is a sex hormone that stimulates the synthesis and release of pituitary gonadotropins, playing a central role in controlling reproductive function in vertebrates [40,41,42]. In a study of rats, it was found that the majority of rats with removed testes were still able to produce some sperm after treatment with exogenous hormones [43]. This result indicated that the neo-males may not be able to produce endogenous estrogens on their own [30].

4. Materials and Methods

4.1. Experimental Prawns

Healthy pregnant female M. nipponense (body weight = 4.02 ± 0.55 g) were obtained from Taihu Lake (Wuxi, China; 120°13′4″ E, 31°28′22″ N) and maintained in a 500-L tank with a dissolved oxygen content of ≥ 6 mg/L at room temperature (28 ± 1 °C). The juvenile prawns hatched from these females were also cultured under the same condition.

4.2. Dietary Preparation

The diets used in this study were commercial prawn feed produced by Guangzhou Liyang Aquatic Products Co., Ltd. (Guangzhou, China). The commercial diet is mainly composed of crude protein, fish meal, shrimp meal, squid meal, starch, soybean meal, ash, canola meal, soybean protein concentrate, crude lipid, etc. [44]. The E2 (CAS number: 50-28-2, purity: 95.88%) was purchased from Beijing Solarbio Technology Co., Ltd. (Beijing, China). The method of dissolving E2 into the diets is described below [45]. E2 was dissolved in 95% ethanol to prepare a stock solution at a concentration of 50 mg/mL, then diluted into concentrations of 5, 10, and 20 mg/mL. Different concentrations of ethanol were then evenly sprayed on the feed (1 mL ethanol per 10 g diet) and stirred with a glass stick for at least 3 min. After that, it was placed under a ventilated laboratory hood and left in the shade for 15 min. The treated diets were added to 15 mL test tubes and placed in a refrigerator at 0 °C to evaporate the remaining alcohol naturally.

4.3. Experimental Design

The experimental design is shown in Figure 9. In the first step of the experiment, larvae were fed with Artemia until their body weight reached PL25 (0.0434 ± 0.0002 g). Diets with different concentrations of E2 were fed twice per day (at 8:00 and 20:00) at 2% of total body weight [46]. Three replications of each experimental group were made, each containing 200 juvenile prawns. The optimum concentration was determined by statistical sex ratio (female:male) and histological observation. Thereafter, the same method was used to feed larvae to PL30 (0.1281 ± 0.0002 g). Male prawns were selected and fed E2 for 50 days. Male prawns (M), female prawns (FM), neo-male prawns (RM), and unsex-reversed male prawns (NRM) were selected for transcriptome sequencing.

4.4. Determine Sex Reversal Concentration

4.4.1. Sex Ratio Statistics

The prawns in the control and experimental groups were randomly selected from more than 90 individuals at 10, 20, 30, and 40 days, respectively, to determine the sex ratio. Each group had at least three replicates.

4.4.2. Histological Observations

Females of M. nipponense were separated after being treated with different concentrations of E2 and stained with Hematoxylin and Eosin (HE) to study the histological changes in the ovary. After 40 days, samples of female prawns tested in different groups were mounted on slides and stained with HE and operated as described in previous studies [47]. Observed using a stereo microscope (SZX16; Olympus Corporation, Tokyo, Japan). Comparative labeling was performed with various cell types based on cell morphology [48].

4.5. Transcriptomic Sequencing

4.5.1. RNA Isolation, Library Construction, and Sequencing

The gonads (male: testis; female: ovary) were collected from three individuals in each group and immediately stored in liquid nitrogen at a temperature of −190 °C. Total RNA was extracted by homogenizing the gonads with TRIzol reagent (Autolab Tech, Beijing, China). The RNA concentration was measured using a Qubit RNA Kit in conjunction with a Qubit 2.0 Fluorometer (Life Technologies, Carlsbad, CA, USA). Additionally, the purity of the RNA was evaluated utilizing a Nanodrop 2000 spectrophotometer (Thermo Scientific, Waltham, MA, USA). The integrity of the RNA was assessed employing an RNA Nano 6000 detection kit (2100 Bioanalyzer System; Agilent Technologies, Santa Clara, CA, USA).
A sequencing library was prepared using the NEBNext Ultra RNA Library Prep Kit (Illumina, San Diego, CA, USA) following the manufacturer’s instructions, with 3 µg of RNA from each sample. The RNA was purified and fragmented into small random pieces using poly-T oligo-attached magnetic beads (Life Technologies, Carlsbad, CA, USA). Double-stranded DNA was then synthesized using a TruSeq™ Stranded mRNA Prep Kit (Illumina). DNA fragments in the library with a length range of 150–200 bp were screened and purified utilizing an Ampure XP system (Beckman Coulter, Beverly, MA, USA). The purified double-stranded cDNA underwent size selection and connection before incubation with 3 mL of USER enzymes (NEB, Ipswich, MA, USA) at 37 °C for 15 min followed by culturing at 95 °C for 5 min. Polymerase chain reaction (PCR) was performed using Phusion High-Fidelity DNA polymerase, universal PCR primers, and index (X) Primer. The products were subsequently purified using the Ampure XP system. Finally, the composite samples were paired and sequenced using a HiSeq™ 25,000 for 2 × 100 bp according to the manufacturer’s instructions. Each lane’s PE reading was approximately 150 m (n = 3).

4.5.2. Assembly and Dataset Annotation

The Illumina HiSeq high-throughput sequencing platform, which utilizes sequencing by synthesis technology, can generate a substantial amount of high-quality raw data. FastQC tools were used to truncate adapter and primer sequences and remove reads with N > 10% and quality (Q) < 5 for >50% of reads. Reads were assembled using Trinity according to the parametric transcription group, employing a minimum contig length of 300 and K-mer set at 27. To annotate the final set of unigenes comprehensively, BLAST software (https://blast.ncbi.nlm.nih.gov/Blast.cgi/, accessed on 26 February 2023) was used for comparing them with various databases such as NR (ftp://ftp.ncbi.nih.gov/blast/db/, accessed on 26 February 2023), Swiss-Prot (http://www.uniprot.org/, accessed on 26 February 2023), GO (http://www.geneontology.org/, accessed on 26 February 2023), COG (http://www.ncbi.nlm.nih.gov/COG/, accessed on 26 February 2023), KOG (http://www.ncbi.nlm.nih.gov/COG/, accessed on 26 February 2023), and KEGG (http://www.genome.jp/kegg/, accessed on 26 February 2023) databases (E-value ≤ 10−5). The amino acid sequences of unigenes were predicted and compared with the Pfam database using HMMER software (http://hmmer.org/, accessed on 26 February 2023).

4.5.3. DEG Analysis and Quantitative Analysis

Six pairwise comparative sets of differentially expressed genes (DEGs) were obtained for M, FM, RM, and NRM groups using DESeq2 analysis. The false discovery rate (FDR) [49] was calculated using the Benjamini–Hochberg correction method to correct the significance of the p-values, with screening criteria of |log2(fold change)| ≥ 1 and FDR < 0.05 used to define DEGs. Pathway enrichment analysis of DEGs was performed using GO, COG, and KEGG annotation methods, with significantly enriched pathways identified based on a q-value < 0.05.
For the evaluation of sequencing and data analysis, qRT-PCR was performed to validate the DEGs. The gonad RNA was extracted (100 mg) using 1 mL TRIzol reagent (TaKaRa, Shiga, Japan), and first-strand cDNA synthesis was carried out through Reverse Transcriptase M-MLV Kit (TaKaRa). The qRT-PCR was performed using Bio-Rad iCycler iQ5 real-time PCR system (Hercules, CA, USA), with eukaryotic translation initiation factor 5 A as the reference gene [50]. The primers used are shown in Table S1. The reaction was amplified with 35 cycles at 94 °C for 30 s, 50 °C for 30 s, and 72 °C for 1 min, followed by 10 min incubation at 72 °C as a final extension step [51]. Each sample had four replicates while each reaction had three controls: nuclease-free water; primer-free water; and template-free water. The system recorded fluorescence curves and data automatically, and dissociation curves of the amplified products were analyzed at the end of each PCR. The mRNA expression levels were determined using the 2−ΔΔCT method [52].

5. Conclusions

In conclusion, this study successfully induced sex reversal in M. nipponense through dietary supplementation of E2 and established the gonadal transcriptome of neo-males and unreversed males. The results showed that E2 can be used as a promising approach for sex reversal, but caution must be taken to prevent excessive hormone exposure. Furthermore, histological and transcriptional differences in the gonads of neo-males and unreversed males were compared, revealing key metabolic pathways and genes involved in sexual development. Retinol metabolism and the Nucleotide excision repair pathway were predicted to play an important role in sex reversal and sperm maturation in M. nipponense. Moreover, neo-males can develop normally and may not be able to produce endogenous estrogens on their own. These findings provide an important basis for regulating sex differentiation with E2 and establishing monoculture in juvenile M. nipponense. Further research may be needed to refine feeding times and doses to achieve complete feminization of the population.

Supplementary Materials

The following supporting information can be downloaded at: https://www.mdpi.com/article/10.3390/ijms24108481/s1.

Author Contributions

P.C. designed the experiment, fed the prawns, and wrote the manuscript. H.F. supervised the experiment. S.J. (Sufei Jiang) and Y.X. provided the experimental prawns. S.J. (Shubo Jin) and H.Q. performed the qPCR analysis. W.Z. provided steroid hormones. Z.G., H.Y. made some further edits. Y.G. performed the histological observation. Y.W. measured the body weight. All authors have read and agreed to the published version of the manuscript.

Funding

This research was supported by grants from the Natural Science Foundation of Jiangsu Province (BK20221207), Central Public-Interest Scientific Institution Basal Research Fund CAFS (2020TD36), Seed Industry Revitalization Project of Jiangsu Province (JBGS (2021) 118), Jiangsu Agricultural Industry Technology System, earmarked fund for CARS-48, and New Cultivar Breeding Major Project of Jiangsu Province (PZCZ201745).

Institutional Review Board Statement

The protocols of all experiments involving M. nipponense were approved in October 2019 (Authorization No. 20191015006) by the Institutional Animal Care and Use Ethics Committee of the Freshwater Fisheries Research Center, Chinese Academy of Fishery Sciences (Wuxi, China).

Informed Consent Statement

Not applicable.

Data Availability Statement

The data presented in this study are available on request from the corresponding author for scientific purposes.

Acknowledgments

The authors are thankful for the Jiangsu Province Platform for the Conservation and Utilization of Agricultural Germplasm.

Conflicts of Interest

The authors declare no conflict of interest.

References

  1. Dong, Y.; Lai, Y. Sex and sex identification of fish. Acta Hydrobiolocica Sin. 2006, 30, 221–226. [Google Scholar] [CrossRef]
  2. Piferrer, F. Endocrine sex control strategies for the feminization of teleost fish. Aquaculture 2001, 197, 229–281. [Google Scholar] [CrossRef]
  3. Pandian, T.; Sheela, S. Hormonal induction of sex reversal in fish. Aquaculture 1995, 138, 1–22. [Google Scholar] [CrossRef]
  4. Pandian, T.; Kirankumar, S. Recent advances in hormonal induction of sex-reversal in fish. J. Appl. Aquac. 2003, 13, 205–230. [Google Scholar] [CrossRef]
  5. Voorhees, J.; Mamer, E.; Schill, D.; Adams, M.; Martinez, C.; Barnes, M. 17β-Estradiol can induce sex reversal in Brown Trout. Fishes 2023, 8, 103. [Google Scholar] [CrossRef]
  6. Chevassus, B.; Devaux, A.; Chourrout, D.; Jalabert, B. Production of YY rainbow trout males by self-fertilization of induced hermaphrodites. J. Hered. 1988, 79, 89–92. [Google Scholar] [CrossRef]
  7. Cai, Y.; Ng, P. The freshwater palaemonid prawns (crustacea: Decapoda: Caridea) of Cyanmar. Hydrobiologia 2002, 487, 59–83. [Google Scholar] [CrossRef]
  8. De Grave, S.; Ghane, A. The establishment of the oriental river prawn, Macrobrachium nipponense (de Haan, 1849) in Anzali Lagoon, Iran. Aquat. Invasions 2006, 1, 204–208. [Google Scholar] [CrossRef]
  9. Harlıoğlu, M.; Yonar, M.; Harlıoğlu, A.; Yonar, S.; Farhadi, A. Effects of different methods and times of 17β-estradiol treatment on the feminization success in the narrow-clawed crayfish Astacus leptodactylus (Eschscholtz, 1823). Invertebr. Reprod. Dev. 2017, 61, 245–252. [Google Scholar] [CrossRef]
  10. Lin, S.; Benfey, T.; Martin, D. Hormonal sex reversal in Atlantic cod, Gadus morhua. Aquaculture 2012, 364, 192–197. [Google Scholar] [CrossRef]
  11. Jin, S.; Yue, D.; Fu, H.; Jiang, S.; Xiong, Y.; Qiao, H.; Zhang, W.; Gong, Y.; Wu, Y. Effects of dietary supplementation with 17β-estradiol and 17α-methyltestosterone on growth performance and gonadal development of the juvenile oriental river prawn (Macrobrachium nipponense). Aquac. Rep. 2022, 23, 101042. [Google Scholar] [CrossRef]
  12. Johnstone, R.; Macintosh, D.; Wright, R. Elimination of orally administered 17α-methyltestosterone by Oreochromis mossambicus (tilapia) and Salmo gairdneri (rainbow trout) juveniles. Aquaculture 1983, 35, 249–257. [Google Scholar] [CrossRef]
  13. Wang, X.; He, R.; Xiao, B.; Lu, Y. Therapeutic effects of 17β-estradiol on pelvic organ prolapse by inhibiting Mfn2 expression: An in vitro study. Front. Endocrinol. 2020, 11, 586242. [Google Scholar] [CrossRef]
  14. Karki, N.; Colombo, R.; Gaines, K.; Maia, A. Exposure to 17β-estradiol causes erosion of sexual dimorphism in Bluegill (Lepomis macrochirus). Environ. Sci. Pollut. Res. 2021, 28, 6450–6458. [Google Scholar] [CrossRef]
  15. Shull, J.; Dennison, K.; Chack, A.; Trentham, A. Rat models of 17β-estradiol-induced mammary cancer reveal novel insights into breast cancer etiology and prevention. Physiol. Genom. 2018, 50, 215–234. [Google Scholar] [CrossRef] [PubMed]
  16. Ingberg, E.; Theodorsson, A.; Theodorsson, E.; Strom, J. Methods for long-term 17β-estradiol administration to mice. Gen. Comp. Endocrinol. 2012, 175, 188–193. [Google Scholar] [CrossRef]
  17. Liu, S.; Chen, Y.; Li, T.; Qiao, L.; Yang, Q.; Rong, W.; Liu, Q.; Wang, W.; Song, J.; Wang, X.; et al. Effects of 17α-Methyltestosterone on the transcriptome and sex hormones in the brain of Gobiocypris rarus. Int. J. Mol. Sci. 2023, 24, 3571. [Google Scholar] [CrossRef]
  18. Arukwe, A.; Goksøyr, A. Eggshell and egg yolk proteins in fish: Hepatic proteins for the next generation: Oogenetic, population, and evolutionary implications of endocrine disruption. Comp. Hepatol. 2003, 2, 4. [Google Scholar] [CrossRef]
  19. Teal, C.; Schill, D.; Fogelson, S.; Roberts, C.; Fitzsimmons, K.; Bauder, J.; Stewart, W.; Bonar, S. The effects of estradiol-17β on the sex reversal, survival, and growth of green sunfish Lepomis cyanellus. Aquaculture 2022, 15, 562. [Google Scholar] [CrossRef]
  20. Ono, K.; Sandell, L.; Trainor, P.; Wu, D. Retinoic acid synthesis and autoregulation mediate zonal patterning of vestibular organs and inner ear morphogenesis. Development 2020, 147, dev192070. [Google Scholar] [CrossRef]
  21. Bowles, J.; Feng, C.; Ineson, J.; Miles, K.; Spiller, C.; Harley, V.; Sinclair, A.; Koopman, P. Retinoic acid antagonizes testis development in mice. Cell Rep. 2018, 24, 1330–1341. [Google Scholar] [CrossRef] [PubMed]
  22. Kusakabe, M.; Onishi, Y.; Tada, H.; Kurihara, F.; Kusao, K.; Furukawa, M.; Iwai, S.; Yokoi, M.; Sakai, W.; Sugasawa, K. Mechanism and regulation of DNA damage recognition in nucleotide excision repair. Genes Environ. 2019, 41, 2. [Google Scholar] [CrossRef] [PubMed]
  23. Falkenberg, M. Mitochondrial DNA replication in mammalian cells: Overview of the pathway. Essays Biochem. 2018, 62, 287–296. [Google Scholar] [CrossRef] [PubMed]
  24. Catez, F.; Dalla, N.; Marcel, V.; Zorbas, C.; Lafontaine, D.; Diaz, J. Ribosome biogenesis: An emerging druggable pathway for cancer therapeutics. Biochem. Pharmacol. 2019, 159, 74–81. [Google Scholar] [CrossRef] [PubMed]
  25. Yue, J.; López, J.M. Understanding MAPK signaling pathways in apoptosis. Int. J. Mol. Sci. 2020, 21, 2346. [Google Scholar] [CrossRef] [PubMed]
  26. Wright, W.; Shah, S.; Heyer, W. Homologous recombination and the repair of DNA double-strand breaks. J. Biol. Chem. 2018, 293, 10524–10535. [Google Scholar] [CrossRef]
  27. Zheng, Y.; Yuan, J.; Meng, S.; Chen, J.; Gu, Z. Testicular transcriptome alterations in zebrafish (Danio rerio) exposure to 17β-estradiol. Chemosphere 2019, 218, 14–25. [Google Scholar] [CrossRef]
  28. Lee, I.; Zhang, G.; Mesaros, C.; Penning, T. Estrogen receptor dependent and independent roles of benzo [a] pyrene in ishikawa cells. J. Endocrinol. 2020, 247, 139. [Google Scholar] [CrossRef]
  29. Kumar, N.; Raja, S.; Van, B. The involvement of nucleotide excision repair proteins in the removal of oxidative DNA damage. Nucleic Acids Res. 2020, 48, 11227–11243. [Google Scholar] [CrossRef]
  30. Cai, P.; Yuan, H.; Gao, Z.; Daka, P.; Qiao, H.; Zhang, W.; Jiang, S.; Xiong, Y.; Gong, Y.; Wu, Y.; et al. Sex reversal induced by dietary supplementation with 17α-Methyltestosterone during the critical period of sex differentiation in oriental river prawn (Macrobrachium nipponense). Animals 2023, 13, 1369. [Google Scholar] [CrossRef]
  31. Finkelstein, M.; Megnagi, B.; Ickowicz, D.; Breitbart, H. Regulation of sperm motility by PIP2(4,5) and actin polymerization. Dev. Biol. 2013, 381, 62–72. [Google Scholar] [CrossRef] [PubMed]
  32. Breitbart, H.; Etkovitz, N. Role and regulation of EGFR in actin remodeling in sperm capacitation and the acrosome reaction. Asian J. Androl. 2011, 13, 106–110. [Google Scholar] [CrossRef] [PubMed]
  33. Inoue, N.; Hamada, D.; Kamikubo, H.; Hirata, K.; Kataoka, M.; Yamamoto, M.; Ikawa, M.; Okabe, M.; Hagihara, Y. Molecular dissection of IZUMO1, a sperm protein essential for sperm-egg fusion. Development 2013, 140, 3221–3229. [Google Scholar] [CrossRef] [PubMed]
  34. Zhang, S.; Fu, H.; Jin, S. Molecular characterization, genomic organization, and expression analysis of sperm gelatinase gene during post-embryonic development in Macrobrachium nipponense. Biol. Turk. J. Fish. Aquat. Sci. 2014, 14, 689–696. [Google Scholar] [CrossRef]
  35. Zhu, J.; Fu, H.; Qiao, H.; Jin, S.; Zhang, W.; Jiang, S.; Gong, Y.; Xiong, Y. Expression and functional analysis of cathepsin L1 in ovarian development of the oriental river prawn, Macrobrachium nipponense. Aquac. Rep. 2021, 20, 100724. [Google Scholar] [CrossRef]
  36. Xu, L.; Fu, Y.; Fu, H.; Zhang, W.; Qiao, H.; Jiang, S.; Xiong, Y.; Jin, S.; Gong, Y.; Wang, Y. Transcriptome analysis of hepatopancreas from different living states oriental river prawn (Macrobrachium nipponense) in response to hypoxia. Comp. Biochem. Physiol. Part D: Genom. Proteom. 2021, 40, 100902. [Google Scholar] [CrossRef]
  37. Xiu, Y.; Feng, J.; Lu, W.; Liu, D.; Wu, T.; Zhu, H.; Liu, P.; Li, W.; Ren, Q.; Gu, W. Identification of a novel cognate cytosolic Hsp70 gene (MnHsc70-2) from oriental river prawn Macrobrachium nipponense and comparison of its expressions with the first cognate Hsc70 (MnHsc70-1) under different stresses. Cell Stress Chaperones 2014, 19, 949–961. [Google Scholar] [CrossRef]
  38. Ding, Z.; Zhang, Y.; Ye, J.; Du, Z.; Kong, Y. An evaluation of replacing fish meal with fermented soybean meal in the diet of Macrobrachium nipponense: Growth, nonspecific immunity, and resistance to Aeromonas hydrophila. Fish Shellfish Immunol. 2015, 44, 295–301. [Google Scholar] [CrossRef]
  39. Zhang, Y.; Qiao, H.; Zhang, W.; Sun, S.; Jiang, S.; Gong, Y.; Xiong, Y.; Jin, S.; Fu, H. Molecular cloning and expression analysis of two sex-lethal homolog genes during development in the oriental river prawn, Macrobrachium nipponense. Genet. Mol. Res. 2013, 12, 4698–4711. [Google Scholar] [CrossRef]
  40. Du, Y.; Ma, K.; Qiu, G. Discovery of the genes in putative GnRH signaling pathway with focus on characterization of GnRH-like receptor transcripts in the brain and ovary of the oriental river prawn Macrobrachium nipponense. Aquaculture 2015, 442, 1–11. [Google Scholar] [CrossRef]
  41. Liu, X.; Luo, B.; Feng, J.; Zhou, L.; Ma, K.; Qiu, G. Identification and profiling of microRNAs during gonadal development in the giant freshwater prawn Macrobrachium rosenbergii. Sci. Rep. 2019, 9, 2406. [Google Scholar] [CrossRef] [PubMed]
  42. Sun, S.; Zheng, C.; Shi, X. Effect of paternal exposure to microcystin-lr on testicular dysfunction, reproduction, and offspring immune response in the oriental river prawn (Macrobrachium nipponense). Aquaculture 2021, 534, 736332. [Google Scholar] [CrossRef]
  43. Snoeren, E.; Bovens, A.; Refsgaard, L.; Westphal, K.; Waldinger, M.; Olivier, B.; Oosting, R. Combination of testosterone and vardenafil increases female sexual functioning in sub-primed rats. J. Sex. Med. 2011, 8, 989–1001. [Google Scholar] [CrossRef] [PubMed]
  44. Hodar, A.; Vasava, R.; Mahavadiya, D.; Joshi, N. Fish meal and fish oil replacement for aqua feed formulation by using alternative sources: A review. J. Exp. Zool. India 2020, 23, 13–21. [Google Scholar]
  45. Saleh, S.M.; Widodo, M.S.; Kilawati, Y. The Effect of 17α-Methyltestosterone hormone application on masculinization and growth rate of vaname shrimp larvae (Litopenaeus Vannamei, Boone 1931). Russ. J. Agric. Socio-Econ. Sci. 2018, 79, 352–356. [Google Scholar] [CrossRef]
  46. Faeed, M.; Kasra, R.; PourKazemi, M.; Darboee, M.; Haghighi, S. Study on effect feedings with probiotics in increasing resistance to Aeromonas hydrophila and changes in gut bacterial communities Sander lucioperca. Biol. J. Microorg. 2018, 7, 1–12. [Google Scholar] [CrossRef]
  47. Ma, X.K.; Liu, X.; Wen, H.; Xu, Y.J.; Zhang, L.J. Histological observation on gonadal sex differentiation in Cynoglossus semilaevis Günther. Mar. Freshw. Res. 2006, 27, 55–61. [Google Scholar]
  48. Jin, S.; Zhang, Y.; Guan, H.; Fu, H.; Jiang, S.; Xiong, Y.; Qiao, H.; Zhang, W.; Gong, Y.; Wu, Y. Histological observation of gonadal development during post-larva in oriental river prawn, Macrobrachium nipponense. Chin. J. Fish. 2016, 29, 11–16. [Google Scholar]
  49. Thissen, D.; Steinberg, L.; Kuang, D. Quick and easy implementation of the Benjamini-Hochberg procedure for controlling the false positive rate in multiple comparisons. J. Educ. Behav. Stat. 2002, 27, 77–83. [Google Scholar] [CrossRef]
  50. Hu, Y.; Fu, H.; Qiao, H.; Sun, S.; Zhang, W.; Jin, S.; Jiang, S.; Gong, Y.; Xiong, Y.; Wu, Y. Validation and evaluation of reference genes for quantitative real-time PCR in Macrobrachium Nipponense. Int. J. Mol. Sci. 2018, 19, 2258. [Google Scholar] [CrossRef]
  51. Jin, S.; Fu, H.; Zhou, Q.; Sun, S.; Jiang, S.; Xiong, Y.; Gong, Y.; Qiao, H.; Zhang, W. Transcriptome analysis of androgenic gland for discovery of novel genes from the oriental river prawn, Macrobrachium nipponense, using Illumina Hiseq 2000. PLoS ONE 2013, 8, e76840. [Google Scholar] [CrossRef] [PubMed]
  52. Livak, K.; Schmittgen, T. Analysis of relative gene expression data using real-time quantitative PCR and the 2−ΔΔCT method. Methods 2001, 25, 402–408. [Google Scholar] [CrossRef] [PubMed]
Figure 1. The sex ratio at four concentrations of 17β-estradiol(E2) over time. (A): Control; (B): 50 mg/kg E2; (C): 100 mg/kg E2; (D): 200 mg/kg E2. Data are shown as mean ± SEM of tissues from separate individuals (n = 3). Lowercase letters indicate differences in expression between different samples in the same group.
Figure 1. The sex ratio at four concentrations of 17β-estradiol(E2) over time. (A): Control; (B): 50 mg/kg E2; (C): 100 mg/kg E2; (D): 200 mg/kg E2. Data are shown as mean ± SEM of tissues from separate individuals (n = 3). Lowercase letters indicate differences in expression between different samples in the same group.
Ijms 24 08481 g001
Figure 2. Histological sections of (A) testis-ovary of male prawns in the 200 mg/kg E2. (B) Testis histological section of male prawns. (C) Ovary histological section of female prawns. (D) Testis histological section of unsex-reversed male prawns. (E) Ovary histological section of neo-male prawns. N: Nucleus; ST: Spermatid; SC: Spermatocyte; SC1: Primary spermatocyte; SC2: Second spermatocyte; S: Sperm; OC: Ovarian cavity; FC: Follicle cells; CM: Cytoplasmic membrane; Y: Yolk granule. Scale bars: 200 µm and 20 µm.
Figure 2. Histological sections of (A) testis-ovary of male prawns in the 200 mg/kg E2. (B) Testis histological section of male prawns. (C) Ovary histological section of female prawns. (D) Testis histological section of unsex-reversed male prawns. (E) Ovary histological section of neo-male prawns. N: Nucleus; ST: Spermatid; SC: Spermatocyte; SC1: Primary spermatocyte; SC2: Second spermatocyte; S: Sperm; OC: Ovarian cavity; FC: Follicle cells; CM: Cytoplasmic membrane; Y: Yolk granule. Scale bars: 200 µm and 20 µm.
Ijms 24 08481 g002
Figure 3. PC1 and PC2 represent the first and second principal components, and the percentages in parentheses represent the contribution of the first principal component to the sample variance.
Figure 3. PC1 and PC2 represent the first and second principal components, and the percentages in parentheses represent the contribution of the first principal component to the sample variance.
Ijms 24 08481 g003
Figure 4. Analysis of DEGs by Venn diagram showing the number of DEGs in M vs. FM, M vs. RM, and FM vs. NRM comparisons.
Figure 4. Analysis of DEGs by Venn diagram showing the number of DEGs in M vs. FM, M vs. RM, and FM vs. NRM comparisons.
Ijms 24 08481 g004
Figure 5. GO classification of unigenes; the abscissa is the second-level term under the three categories of GO. The ordinate represents the number of genes annotated to the term and the percentage of all genes.
Figure 5. GO classification of unigenes; the abscissa is the second-level term under the three categories of GO. The ordinate represents the number of genes annotated to the term and the percentage of all genes.
Ijms 24 08481 g005
Figure 6. Clusters of orthologous groups of proteins (COG) classification of putative proteins.
Figure 6. Clusters of orthologous groups of proteins (COG) classification of putative proteins.
Ijms 24 08481 g006
Figure 7. KEGG enrichment of DEGs. (A) M vs. FM, (B) M vs. RM, (C) FM vs. NRM.
Figure 7. KEGG enrichment of DEGs. (A) M vs. FM, (B) M vs. RM, (C) FM vs. NRM.
Ijms 24 08481 g007
Figure 8. qRT-PCR validation of RNA-Seq data. (A) MG6 sericin; (B) claspin isoform X2; (C) Astacin-like metalloprotease toxin 1; (D) GH16383; (E) ctenidin-3-like; (F) serpin 1; (G) putative protein SpAN-like; (H) Blastula protease-10; (I) elongin-C. The left Y-axis represents the relative expression level determined by qRT-PCR, and the right Y-axis represents log2FoldChange determined by RNA-Seq. Data are shown as mean ± SEM of tissues from separate individuals (n = 3).
Figure 8. qRT-PCR validation of RNA-Seq data. (A) MG6 sericin; (B) claspin isoform X2; (C) Astacin-like metalloprotease toxin 1; (D) GH16383; (E) ctenidin-3-like; (F) serpin 1; (G) putative protein SpAN-like; (H) Blastula protease-10; (I) elongin-C. The left Y-axis represents the relative expression level determined by qRT-PCR, and the right Y-axis represents log2FoldChange determined by RNA-Seq. Data are shown as mean ± SEM of tissues from separate individuals (n = 3).
Ijms 24 08481 g008
Figure 9. Experimental design. PL: post-larvae developmental stage.
Figure 9. Experimental design. PL: post-larvae developmental stage.
Ijms 24 08481 g009
Table 1. Quality control and data statistics for clean reads.
Table 1. Quality control and data statistics for clean reads.
SampleRead SumBase SumGC (%)Q20 (%)
M121,717,5376,515,261,10043.4296.91
M219,968,3225,990,496,60043.1997.04
M323,125,7286,937,718,40043.1897.00
M424,640,8447,392,253,20043.8396.64
FM121,357,6386,407,291,40043.0096.88
FM223,085,8936,925,767,90042.9696.86
FM321,412,8416,423,852,30043.2796.72
FM418,150,3685,445,110,40042.7196.82
RM123,917,0317,175,109,30041.4096.95
RM222,740,6306,822,189,00043.4196.70
RM324,818,2147,445,464,20042.9696.54
RM425,021,4397,506,431,70043.5296.38
NRM123,205,5686,961,670,40043.6196.98
NRM225,279,7857,583,935,50043.8996.45
NRM321,908,6586,572,597,40044.6297.09
NRM419,861,2075,958,362,10044.7596.64
Table 2. Differentially expressed pathways of three comparison libraries.
Table 2. Differentially expressed pathways of three comparison libraries.
No.Pathway IDPathwayNumber of DEGsq-Value
male prawns (M) vs. female prawns (FM)
1map02010ABC transporters140.0170
2map04142Lysosome390.0170
3map00520Amino sugar and nucleotide sugar metabolism250.0170
4map00511Other glycan degradation130.0616
5map03430Mismatch repair90.0652
6map00981Insect hormone biosynthesis90.0703
7map00900Terpenoid backbone biosynthesis60.0970
8map00052Galactose metabolism90.0970
9map00531Glycosaminoglycan degradation100.0970
male prawns (M) vs. neo-male prawns (RM)
1map04142Lysosome500.0000
2map00981Insect hormone biosynthesis130.0001
3map00520Amino sugar and nucleotide sugar metabolism250.0021
4map00830Retinol metabolism150.0095
5map02010ABC transporters110.0862
female prawns (FM) vs. unsex-reversed male prawns (NRM)
1map03420Nucleotide excision repair220.0003
2map03030DNA replication200.0010
3map03008Ribosome biogenesis in eukaryotes290.0013
4map03022Basal transcription factors170.0076
5map04215Apoptosis—multiple species120.0097
6map03440Homologous recombination180.0097
7map00520Amino sugar and nucleotide sugar metabolism290.0114
Table 3. Expression of reproduction-related genes in the transcriptome.
Table 3. Expression of reproduction-related genes in the transcriptome.
No.NameAccession NumberUp or Down
M/FMM/RMFM/NRM
1sperm gelatinaseAFM38794.1downdown
2doublesex and mab-3 related transcription factorQDE10512.1downdownup
3cyclin BADB44902.1upupdown
4cystatinAXS76129.1upupdown
5cathepsin BAUG69383.1updown
6cathepsin CROT62942.1 down
7cathepsin LAHW49157.1 downup
8VASA-like proteinAEQ19569.1upupdown
9heat shock protein cognateAKB96209.1 down
10vitellogeninAJP60219.1upupdown
11vitellogenin receptorAJP60220.1upupdown
12ferritinQDA69873.1upupdown
13Fem1b ANN47504.1upupdown
14feminization-1ALE66150.1upupdown
15Kazal-type protease inhibitorAEW24505.1downdownup
16chitinase 3CAHL28108.1downdownup
17chitinase 1BAHL28105.1downdownup
18chitinase 3AAHL28106.1downdownup
19double-sexQDE10516.1 down
20legumain-like proteinAJG06865.1 downup
21gametocyte-specific factorAMY62701.1upupdown
22gonadotropin-releasing hormone receptorAHB33640.1up down
23male reproductive-related proteinABQ41234.1downdownup
24peritrophinADB44903.1 up
25gustavusADK46867.1 down
Disclaimer/Publisher’s Note: The statements, opinions and data contained in all publications are solely those of the individual author(s) and contributor(s) and not of MDPI and/or the editor(s). MDPI and/or the editor(s) disclaim responsibility for any injury to people or property resulting from any ideas, methods, instructions or products referred to in the content.

Share and Cite

MDPI and ACS Style

Cai, P.; Yuan, H.; Gao, Z.; Qiao, H.; Zhang, W.; Jiang, S.; Xiong, Y.; Gong, Y.; Wu, Y.; Jin, S.; et al. 17β-Estradiol Induced Sex Reversal and Gonadal Transcriptome Analysis in the Oriental River Prawn (Macrobrachium nipponense): Mechanisms, Pathways, and Potential Harm. Int. J. Mol. Sci. 2023, 24, 8481. https://doi.org/10.3390/ijms24108481

AMA Style

Cai P, Yuan H, Gao Z, Qiao H, Zhang W, Jiang S, Xiong Y, Gong Y, Wu Y, Jin S, et al. 17β-Estradiol Induced Sex Reversal and Gonadal Transcriptome Analysis in the Oriental River Prawn (Macrobrachium nipponense): Mechanisms, Pathways, and Potential Harm. International Journal of Molecular Sciences. 2023; 24(10):8481. https://doi.org/10.3390/ijms24108481

Chicago/Turabian Style

Cai, Pengfei, Huwei Yuan, Zijian Gao, Hui Qiao, Wenyi Zhang, Sufei Jiang, Yiwei Xiong, Yongsheng Gong, Yan Wu, Shubo Jin, and et al. 2023. "17β-Estradiol Induced Sex Reversal and Gonadal Transcriptome Analysis in the Oriental River Prawn (Macrobrachium nipponense): Mechanisms, Pathways, and Potential Harm" International Journal of Molecular Sciences 24, no. 10: 8481. https://doi.org/10.3390/ijms24108481

APA Style

Cai, P., Yuan, H., Gao, Z., Qiao, H., Zhang, W., Jiang, S., Xiong, Y., Gong, Y., Wu, Y., Jin, S., & Fu, H. (2023). 17β-Estradiol Induced Sex Reversal and Gonadal Transcriptome Analysis in the Oriental River Prawn (Macrobrachium nipponense): Mechanisms, Pathways, and Potential Harm. International Journal of Molecular Sciences, 24(10), 8481. https://doi.org/10.3390/ijms24108481

Note that from the first issue of 2016, this journal uses article numbers instead of page numbers. See further details here.

Article Metrics

Back to TopTop