Abstract
Reproductive dysfunctions have been recently documented in male greater amberjack Seriola dumerili caught from the wild and reared in captivity. In the present study, we compared testis transcriptome in wild fish (WILD), hatchery-produced fish with apparently normal spermatogenesis (Normal Farmed; NormalF) and hatchery-produced fish with evident reproductive dysfunction (Dysfunctional Farmed; DysF). Gene expression analysis identified 2157, 1985 and 74 differentially expressed genes (DEGs) in DysF vs WILD, NormalF vs DysF and NormalF vs WILD comparisons, respectively. In DysF, a dysregulation of several interconnected biological processes, including cell assembly, steroidogenesis and apoptosis was found. Gene enrichment of progesterone-mediated oocyte maturation, oocyte meiosis and cell cycle pathways were identified in the DysF vs NormalF comparison. Most of the DEGs involved in the enriched pathways were downregulated in DysF. The comparison of NormalF vs WILD showed that most of the DEGs were downregulated in NormalF, including a gene that encodes for a regulatory protein with a protective role in apoptosis regulation (ptpn6), indicating that spermatogenesis was dysfunctional also in the apparently “normal” hatchery-produced fish. Hence, rearing of male greater amberjack in captivity, from eggs produced by captive breeders, did not prevent the appearance of reproductive dysfunctions, and these dysfunctions involved several biological processes and metabolic pathways.
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Introduction
Fish reared in captivity are often affected by reproductive dysfunctions of variable severity1,2,3. In general, females show oogenesis alterations which may involve incapacity of oocytes to start secondary oocyte growth, block of vitellogenin uptake before completion vitellogenesis, or failure of oocytes to undergo maturation when vitellogenesis is accomplished. In males, spermatogenesis impairment results in reduction of sperm quantity and/or quality. These gametogenesis impairments are considered to be a consequence of confinement-induced stress4,5,6,7, lack of the natural spawning conditions8,9,10, and/or inadequate diet11,12.
The greater amberjack Seriola dumerili is a cosmopolitan species found throughout the temperate zone, including the Indo-West Pacific Ocean13, the Western Atlantic Ocean14,15, the Eastern Atlantic Ocean and the Mediterranean Sea16. The available total worldwide catches data of this species are outdated and indicate a global fishery production of ≈ 3300 tonnes in 200917. Due to the worldwide consumer’s appreciation and the high market quotations of this species, greater amberjack domestication represents an excellent opportunity for product diversification in aquaculture.
A few recent studies documented the occurrence of severe reproductive dysfunctions in greater amberjack of both sexes caught in the Mediterranean as juveniles and reared in captivity in marine cages for a few years until sexual maturity (see review by18). Compared with wild breeders, captive-reared greater amberjack males showed lower relative testicular mass (gonadosomatic index) and sex steroid plasma levels throughout the gonadal recrudescence, active gametogenesis and spawning phases of the reproductive cycle12. Moreover, captive-reared greater amberjack males exhibited smaller seminiferous lobules, early cessation of the active spermatogenesis phase, and high rate of germ cell apoptosis associated with abnormally high 17β-estradiol plasma concentrations during the gametogenesis recrudescence in spring. The observed reproductive anomalies finally resulted in the production of sperm of low quality, characterized by low percentage of motile spermatozoa, limited motility duration and velocity, and low ATP content19. Nevertheless, the documented spermatogenesis dysfunctions did not prevent the breeding of males and the production of fertilised eggs after the application of spawning induction therapies20,21,22, although the reported fertilization rate (30–45% in20 and 35–80% in21) and larval survival (5d larval survival, 5–30% in20 and 10–30% in21) were rather low and variable.
The present understanding of the endocrine mechanisms responsible for reproductive dysfunctions occurring in fish reared in captivity is limited. In many cases, the endocrine causes of gametogenesis impairment involve a reduced release (but not synthesis) of luteinizing hormone (Lh) from the pituitary2,23,24,25. In fact, the stimulation of Lh release from the pituitary through the administration of a gonadotropin releasing hormone agonist (GnRHa) has proven widely to be a useful tool to alleviate reproductive dysfunctions related to reduced sperm production and failure of oocyte maturation26,27,28,29,30, including greater amberjack20,21,22,31.
In the present study, we have undertaken a comparative analysis of testis transcriptome of hatchery-produced greater amberjack versus wild breeders sampled during the reproductive season, as part of a wider research aiming at describing the effects of captive rearing on reproductive function.
Methods
Ethics
For the present study, wild and farmed greater amberjack males were used. Wild fish were commercially caught from an authorized purse-seine fishing vessel during routine fishing operations. Immediately after death, male fish whose size was beyond that of first maturity32 were purchased and sampled on board. Farmed fish were produced from eggs obtained in Argosaronikos Fish Farm S.A. (Salamina Island, Greece) in 2017 and reared under routine farming condition. The use of the farmed fish used in the present study was approved by the Greek National Veterinary Services (AP 31337). All procedures involving animals were conducted in accordance to the “Guidelines for the treatment of animals in behavioral research and teaching”33, the Ethical justification for the use and treatment of fishes in research: an update34 and the “Directive 2010/63/EU of the European parliament and the council of 22 September 2010 on the protection of animals used for scientific purposes”35. The authors complied with the ARRIVE guidelines.
Sampling
Four wild and six farmed greater amberjack males were sampled on 31 May–01 June 2021 during the active gametogenesis period of the species in the Mediterranean Sea12. Wild fish were caught around the Pelagie Islands (Sicily, Italy) from a purse-seine fishing vessel and sampled on board immediately after death. Farmed fish used in the present study were produced from eggs obtained in Argosaronikos Fish Farm S.A. (Salamina Island, Greece) in 2017, after spawning induction of wild-caught breeders21,22. The hatchery-produced (first generation, F1) juveniles were stocked at the same farm and they were maintained following common aquaculture practices. A commercial broodstock diet (Skretting, Vitalis Prima) was administered 3 to 5 times a week until apparent satiation.
Before sampling, captive-reared fish were confined in a small cage area using a PVC curtain and then were tranquilized with about 0.01 ml l−1 clove oil (Roumpoulakis E.P.E., Greece) dissolved in ethanol at a 1:10 ratio. Then, they were gently directed into a PVC stretcher, brought on board of a service vessel, and anesthetized deeply with 0.03 ml l−1 clove oil. Then the fish were euthanized by decapitation, were placed in crushed ice and transferred to the farm facility for further collection of biometric data and tissue samples. The time interval between fish death and sampling ranged between 30 min and 2 h.
For each fish, biometric data (fork length, FL, nearest cm; body mass, BM, nearest hg; gonad mass, GM, nearest g) were recorded, and the gonado-somatic index was calculated as GSI = 100 GM BM−1 (Table 1). Testes were excised and preserved as below specified.
Histological analysis of greater amberjack testes and seminiferous tubule diameter
For the histological analysis of greater amberjack testes, 1-cm thick gonad slices were cut and fixed in Bouin’s solution, dehydrated in ethanol, clarified in xylene and embedded in paraffin wax. Five-μm thick sections were then stained with haematoxylin–eosin. For the assessment of the reproductive state, the type of spermatogenic cysts was recorded and the amount of spermatozoa in the lumen of seminiferous lobules was subjectively evaluated12.
At least 50 seminiferous tubules were selected randomly from one histological section and their diameter was measured from microphotographs taken with a digital camera (DFC 420; Leica, Cambridge, UK) connected to a light microscope (DIAPLAN; Leitz, Wetzlar, Germany). Measurements were performed using an image analysis software (Leica Application Suite, version 3.3.0, Cambridge, U.K.).
Based on the histological evaluation of the reproductive state, the fish were divided in three groups (see “Results” section) that underwent a comparative analysis of testis transcriptome (Fig. 1).
RNA extraction and sequencing
For RNA-seq, small testis samples were stored in RNA later® (Thermo Fisher Scientific, Waltham, Massachusetts, U.S.), transported in the laboratory within one week and frozen at -80 °C. Total RNA extraction was performed on 2.5 mg testis samples, lysed and homogenised with TissueLyser II (Qiagen, Germany) setting 2 min and 20 Hz frequency, by RNeasy® Plus Micro kit (Qiagen, Germany) following the manufacturer's protocol. The quantity and quality of extracted Total RNA were checked for quantity and quality respectively by Nanodrop 1000 spectrophotometer (Thermo Scientific, Waltham, Massachusetts, U.S.) and Agilent 2100 Bioanalyzer (Agilent Technologies, Santa Clara, California, U.S.), respectively. After the evaluation of the RNA quality, one of the wild samples (Table 1, row 4) was excluded from library preparation and sequencing. All the other samples, showing high quality RNA (RIN range 7–8), were used to prepare the mRNA libraries by SureSelect Strand Specific RNA Library Preparation kit (Agilent Technologies, Santa Clara, California, U.S.). In particular, poly-A selection and directional mRNA libraries were carried out using 1 µg of total RNA. Finally, paired-end sequencing (2 × 75 bases) was performed on the Illumina NextSeq platform (Illumina Inc., San Diego, California, U.S.).
RNA-seq data analysis
Sequencing raw data in FASTQ format, were quality-checked using the FastQC program (http://www.bioinformatics.babraham.ac.uk/projects/fastqc) and adaptor sequences as well as low quality regions (phred cutoff of 25) were trimmed using fastp (version 0.20.0) (with parameters: --detect_adapter_for_pe -x -q 25 -n 1 -l 50 -y -w 8)36. Cleaned reads were aligned onto the Seriola dumerili reference genome (Sdu_1.0, assembly accession GCF_002260705, https://www.ncbi.nlm.nih.gov/assembly/GCF_002260705.1) using STAR (version 020201)37 with default parameters. Read counts per gene were performed by featureCounts (version 1.6.0)38 and differential gene expression analysis was carried out using DESeq239. Only genes with an adjusted P value ≤ 0.05, |log2(FC)|> 1.5 and |log2(FC)|< 1.5 were used for downstream analyses.
DAVID (Database for Annotation, Visualization, and Integrated Discovery database https://david.ncifcrf.gov/tools.jsp)40 and ShinyGO (http://bioinformatics.sdstate.edu/go)41 were used to perform the functional annotation of Differently Expressed Genes (DEGs) and the GO enrichment analysis. By using a False Discovery Rate (FDR < 0.05), these analyses were able to highlight specific categories (biological processes, molecular functions, cellular components and pathways), potentially involved in reproductive dysfunctions. A network based on protein–protein interaction (PPI) between DEGs associated to each comparison was built by STRING (https://string-db.org/). KEGG Mapper—Search (https://www.genome.jp/kegg/mapper/search.html) was used to explore DEGs specifically associated to apoptosis pathway42.
All queries launched on DAVID, ShinyGO and STRING were restricted to taxon ID 41447 (Seriola dumerili).
Statistical analysis
Differences in GSI and diameter of seminiferous tubules were evaluated by a two tailed Student’s t-test between the following groups that were identified based on testis histological analysis (see “Results” section): WILD vs NormalF; WILD vs DysF; NormalF vs DysF. The results are presented as means ± SD; the statistical probability significance was established at the P < 0.05 level.
Results
Evaluation of reproductive state and samples selection for RNA-seq
Wild greater amberjack had testes in active spermatogenesis, showing germ cell in all stages of gametogenesis, seminiferous tubules with large lumen and abundant luminal spermatozoa (Fig. 2a, b). Among farmed fish, two different sub-groups were identified: four individuals had testes in active spermatogenesis similar to wild fish, as evidenced from their histological appearance (Fig. 2c, d), GSI and seminiferous tubule diameter (Fig. 3); and two individuals that showed evident reproductive dysfunction characterized by reduced spermatogenic activity, seminiferous tubules with smaller lumen and limited amount of spermatozoa (Fig. 2e, f), lower GSI and smaller diameter of seminiferous tubules (Fig. 3).
The comparative RNA-seq analysis was performed on the following groups of fish: wild fish (WILD; all of them with normal spermatogenic activity; N = 3); non-dysfunctional farmed fish showing apparently normal spermatogenic activity (NormalF; N = 4); reproductively dysfunctional farmed fish (DysF; N = 2).
Transcriptome analysis
The testis comparative transcriptome analysis among the three groups of fish in different reproductive conditions (WILD, NormalF and DysF) produced an average of 25 million paired-end reads per sample. After an appropriate cleaning procedure, high quality reads were aligned to the Seriola dumerili reference genome. About the 90% of cleaned reads were uniquely mapped to the reference genome.
The comparative transcriptome analysis showed that the majority of the expressed genes (20784) (with a normalized reads count of at least 10) were common to the three groups, while only 210, 183 and 218 genes were specifically expressed in WILD, NormalF and DysF respectively (Fig. 4).
Differential gene expression analysis identified 2157, 1985 and 74 DEGs in DysF vs WILD, NormalF vs DysF and NormalF vs WILD comparisons, respectively. Among the DEGs, 24 were common to the comparisons DysF vs WILD and NormalF vs WILD, 15 were common to the comparisons DysF vs NormalF and NormalF vs WILD, whereas 1049 were common to the comparisons DysF vs NormalF and DysF vs WILD (Fig. 5; Supplementary Table S1).
Biological categories related to gene ontology enrichment analysis performed on DEGs of each comparison are reported in Table 2.
In general, a statistically significant gene enrichment of biological processes and cellular components related to cilium was found in DysF vs NormalF as well as in DysF vs WILD comparisons. Enriched KEGG pathways, related to progesterone-mediated oocyte maturation, oocyte meiosis and cell cycle, were further identified in DysF vs NormalF comparison, while a unique enriched KEGG pathway associated to phagosome emerged when NormalF was compared to WILD. The connections between enriched categories are showed in Fig. 6.
In the three comparisons all the enriched categories were interconnected, except for the extracellular matrix structural constituent in NormalF vs WILD.
To evaluate the functional relations between DEGs for each comparison, a network based on Protein–Protein interaction (PPi) was generated (Figs. 7, 8 and 9; Supplementary Tables S2a, b and c). Four main protein-interaction groups emerged both in DysF vs NormalF and DysF vs WILD comparisons. Most of these proteins were associated to biological processes related to cilium organization, cilium assembly, plasma membrane bounded cell projection assembly, organelle assembly, cellular component organization and to cell cycle. Proteins related to male gamete generation, gamete generation, spermatogenesis (Spdya, Bbs4, Racgap1, Ift81, Ift20, Ift27, Hspb11, Nphp1, Plk1) as well as to the following KEGG pathways were also detected in both comparisons: progesterone-mediated oocyte maturation (Igf-1, Cdc), oocyte meiosis (AurkA, CycB) and cell cycle (CycA) (contour-coloured nodes in Figs. 7 and 8). Moreover, several proteins, involved in steroid synthesis (such as Cholesterol 25-hydroxylase like 3 and Cytochrome P450), as well as several heat shock proteins, were identified in addition to those included in PPi networks (Supplementary Table S2a, b).
Two main protein-interaction groups emerged from the comparison NormalF vs WILD. These proteins were associated to the regulation of tumor necrosis factor production and cell killing (Ptpn6), interspecies interaction between organisms (Fcer1a) immune system (Flt3) and regulation of sequestering and release of calcium ion (F2rl3) (Fig. 9; Supplementary Table S2c).
Gene expression levels related to genes detected in NormalF vs DysF and DysF vs WILD, as well as those observed in NormalF vs WILD were evaluated. Most of the DEGs involved in the biological categories male gamete generation and spermatogenesis, and KEGG pathways progesterone-mediated oocyte maturation (igf1, cdc), oocyte meiosis (aurka, cycb) and cell cycle (cyca) as well as the heat shock protein gene hsbp1 were downregulated in DysF compared with the two non-dysfunctional groups. On the contrary, DEGs belonging to the sterol desaturase family (e.g., LOC111231653: cholesterol 25-hydroxylase like 3) were upregulated in DysF. As shown in Fig. 9, most of the DEGs of the NormalF group were downregulated compared with the WILD group, except the gene f2rl3.
Since previous studies showed an increase of germ cell apoptosis in reproductively dysfunctional fish7,19,27, DEGs encoding for proteins involved in the apoptosis pathway were investigated in all comparisons and they were identified in DysF vs NormalF (N = 7) (Table 3; Supplementary Fig. S1), and DysF vs WILD (N = 17) (Table 3; Supplementary Fig. S2).
In DysF vs NormalF, except for gene encoding for inositol 1,4,5-trisphosphate receptor type 3 (itpr3) all other DEGs were downregulated. In DysF vs WILD, 5 DEGs were downregulated while 12 were upregulated. Downregulated genes coding for the baculoviral IAP repeat-containing protein 5-like (IAP/XIAP), cytochrome c (CytC), tubulin alpha-1C chain-like (α tubulin) and RAC-gamma serine/threonine-protein kinase (Akt/PKB) were identified both in DysF vs NormalF and DysF vs WILD.
Discussion
Thanks to the integration of histological and RNA-seq data, this comparative study on wild vs hatchery-produced greater amberjack males provided new information on the molecular mechanisms underlying the spermatogenesis impairment observed in fish reared in captivity. Based on testicular development (GSI and histological appearance), hatchery-produced greater amberjack males in the present study were affected by a reproductive dysfunction similar to that displayed by individuals taken from the wild as juveniles and reared in captivity to reproductive maturity12,19. Although the number of dysfunctional fish was low due to the limited availability of farmed fish, which belonged to a small broodstock produced in captivity by hormonal induction of spawning, many significantly differentially expressed genes were identified in dysfunctional fish. Moreover, the comparative transcriptome analysis suggested that spermatogenesis was abnormal also in the histologically evaluated “normal” hatchery-produced fish, which might have been at an initial stage of a reproductive dysfunction.
Hereafter, for the sake of clarity, data interpretation and discussion will be referred to the comparison between DysF and WILD group if not further specified. The comparative analysis of RNA-seq data showed that 20784 genes were expressed in all the three groups and about 10% of these genes were differentially expressed between farmed fish showing clear reproductive dysfunction (DysF), and fish that did not show evident gametogenesis alteration (NormalF and WILD).
Among the mapped pathways, DEGs involved in “cell cycle”, “progesterone-mediated oocyte maturation” and “oocyte meiosis” were mostly downregulated in reproductively dysfunctional fish. The pathway “cell cycle” includes genes involved in cell proliferation. The pathways “progesterone-mediated oocyte maturation” and “oocyte meiosis”, despite the names they have been assigned, include genes related to both oogenesis and spermatogenesis processes; e.g., spyda encodes for a cell cycle regulator that plays a role in male germ cell meiotic maturation43; igf1 is associated with testicular activation by recombinant growth hormone in rats44 and with testicular germ cell proliferation and apoptosis in fish45; aurka is required for male germline maintenance and regulates sperm motility in mice46.
It is known that the reproductive dysfunctions occurring in fish reared in captivity result from a reduced pituitary release of gonadotropins, particularly Lh that is mainly involved in gamete maturation and ovulation/spermiation via 17,20β-dihydroxy-4-pregnen-3-one (17,20β-P) synthesis1,2,23,47. Nevertheless, it is likely that the observed dysregulation of genes involved in steroid synthesis, cell cycle and meiosis may originate from the low levels of plasma Lh in hatchery-produced greater amberjack. Reduced sperm production associated with low levels of plasma Lh has been demonstrated in striped bass Morone saxatilis reared in captivity, in comparison with wild fish sampled in their spawning grounds23,24,48. Most of the identified DEGs encode for products associated with cellular components “cilium”, “cytoskeleton”, “microtubule”, “flagellum”, “microtubule”, “dynein”. The downregulations of these genes is likely related both to a decreased ability of spermatogonia to enter meiosis and the subsequent spermatid differentiation to spermatozoa. Moreover, several important members of the intraflagellar transport process (ift20, ift27, ift81, etc.) were downregulated. In mice Mus musculus, the absence of ift81is associated with abnormal flagellum formation and infertility49. These findings are coherent with the results of the histological analysis indicating that the dysfunctional fish had a reduced spermatogenic activity and with our previous study showing reduced meiosis in captive-reared greater amberjack19.
In agreement with50, who reported upregulation of glycolytic enzymes and downregulation of tricarboxylic acid cycle (TCA) and mitochondrial oxidative phosphorylation enzymes in gilthead seabream Sparus aurata ejaculated spermatozoa compared with diploid germ cells, we found downregulation of several genes belonging to these metabolic pathways. This finding is coherent with a reduced sperm production in dysfunctional fish. As expected, all of the enriched categories were interconnected, as they were all associated with the process of germ cell division and differentiation, except for the extracellular matrix structural constituent which appeared in the comparison between NormalF vs WILD. According to51, the testicular maturation of the rainbow trout Onchorhynchus mykiss is marked by changes of the expression pattern of genes encoding extracellular matrix proteins and this observation was supposed to be correlated with the reorganization of seminiferous tubules occurring during the testicular cycle42.
The PPi analysis confirmed that most of the proteins encoded by DEGs were associated to biological processes related to spermatogenesis, gamete maturation, meiosis, cell cycle and cell assembly. As expected, among DEGs, genes encoding for enzymes involved in steroid synthesis as well as several heat shock proteins were identified. In particular, the upregulation of gene encoding for cholesterol 25-hydroxylase like 3 is likely associated to stress-induced cortisol synthesis rather than sex steroid synthesis, since sex steroid secretion has been found to be compromised in greater amberjack confined in captivity12,19. This interpretation is supported by the upregulation of genes encoding for heat shock proteins, which are known biomarkers of fish exposure to stress52, as well as downregulation of genes encoding for CyP450, one of the main enzymes complexes involved in steroidogenesis, and insulin-like growth factors, known mediators of Fsh in the stimulation of spermatogenesis.
Further interesting information originated from the NormalF vs WILD PPi comparison that showed dysregulation of genes associated with tumor necrosis factor production, a cytokine produced by leukocytes and involved in inflammation, apoptosis signalling and cell killing. In particular, the ptpn6 gene, which encodes for a key regulatory protein involved in different pathways related to inflammation, apoptosis and necroptosis53, was differently expressed only in the NormalF vs WILD comparison. This gene has a protective role in the regulation of apoptosis54 and its downregulation in the NormalF group is coherent with the increased testicular apoptosis observed in captive-reared greater amberjack undergoing an apparently “normal” spermatogenic process19.
Some genes encoding regulatory factors involved in the apoptotic process (e.g. aculoviral IAP repeat-containing protein 5-like, cytochrome c, RAC-gamma serine/threonine-protein kinase) were downregulated in DysF vs NormalF, whereas other genes encoding for enzymes involved in the apoptotic process (e.g. cathepsin, calpain) were downregulated in DysF vs WILD, indicating an overall dysregulation of the apoptotic pathway in the two farmed groups. In the present study, several genes encoding for enzymes involved in the apoptotic process were downregulated in full-blown dysfunctional fish, indicating that when the spermatogenesis is arrested, the role of apoptosis in the removal of aberrant cells and assuring the correct germ cells/Sertoli cells ratio declines. In the DysF vs NormalF comparison, the only upregulated gene involved in the apoptotic process was itpr3, a pleiotropic gene which enables Ca2+ transfer from the endoplasmic reticulum to mitochondria, plays a role in metabolism and cell fate regulation and promotes either cell death or cell cycle progression and proliferation55. Hence, the upregulation of this gene in dysfunctional fish might be related to an increased germ cells apoptosis.
The downregulation of genes encoding for proteins involved in interspecies interaction between organisms and immune response in apparently non-dysfunctional fish may be interpreted as a further evidence of the inflammatory state induced by captivity-induced stress; furthermore, it may also suggest a reduced synthesis of factors involved in sperm-oocyte interaction.
In conclusion, 30% of the analysed hatchery-produced greater amberjack showed the same reproductive dysfunction previously observed in individuals caught from the wild and reared in captivity. Moreover, the presence of statistically significant differences in gene expression and disrupted pathways suggested that even apparently non-dysfunctional fish might have been experiencing an initial stage of reproductive impairment. The molecular mechanisms generating the observed spermatogenesis alteration involved dysregulation of many interconnected biological processes, such as steroidogenesis, cell cycle, meiosis, cell assembly, and apoptosis. Further studies are in progress on gene expression in pituitary and hypothalamus in order to provide a complete view of the alteration of the activity of the reproductive axis in greater amberjack reared under commercial farming conditions. The identification of the altered biological processes in fish reared in captivity will improve our understanding of the observed reproductive dysfunctions and will hopefully support the set-up of more effective broodstock management protocols in the aquaculture industry.
Data availability
Reads generated in this study are freely available through the SRA (Short Read Archive) database under the BioProject accession number PRJNA946197. All the other data produced and/or analyzed during the current study are included in this article and in Supplementary Figures and Supplementary Tables.
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Acknowledgements
The authors are grateful to Mr Tasos Raftopoulos of Argosaronikos Fishfarming S.A. (Greece) for providing the hatchery-produced greater amberjack and for assistance during biological sampling. Thanks are also expressed to Mr Peppe, Giovanni and Vincenzo Billeci, and all the crew of the purse-seine fishing vessel ‘Graziella’ (Italy) for their friendly collaboration and hospitality on board during the sampling of wild greater amberjack. Thanks are due to Rezart Cuko for his technical support in the preparation of histological slides.
Funding
This work were funded by HORIZON EUROPE European Research Council (Grant no. 862658).
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Project ideation: C.P., C.C.M., G.P. and A.C. Biological sampling: C.P., C.C.M., R.Z. and A.C. Molecular analyses: A.L., C.M. and C.DV. Elaboration of RNAseq data: A.L., C.P., L.M., S.N.C., C.LG and E.P. Histological analysis: C.P., R.Z. and G.V. Figure preparation: A.L. and R.Z. Funding: C.C.M., G.P. and A.C. Manuscript writing (first draft): A.L. and A.C. Manuscript review: all authors.
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Lavecchia, A., Manzari, C., Pousis, C. et al. Dysregulation of testis mRNA expression levels in hatchery-produced vs wild greater amberjack Seriola dumerili. Sci Rep 13, 13662 (2023). https://doi.org/10.1038/s41598-023-40597-5
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DOI: https://doi.org/10.1038/s41598-023-40597-5
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