Microarray-based analysis of fish egg quality after natural or controlled ovulation
© Bonnet et al; licensee BioMed Central Ltd. 2007
Received: 21 October 2006
Accepted: 21 February 2007
Published: 21 February 2007
The preservation of fish egg quality after ovulation-control protocols is a major issue for the development of specific biotechnological processes (e.g. nuclear transfer). Depending on the species, it is often necessary to control the timing of ovulation or induce the ovulatory process. The hormonal or photoperiodic control of ovulation can induce specific egg quality defects that have been thoroughly studied. In contrast, the impact on the egg transcriptome as a result of these manipulations has received far less attention. Furthermore, the relationship between the mRNA abundance of maternally-inherited mRNAs and the developmental potential of the egg has never benefited from genome-wide studies. Thus, the present study aimed at studying the rainbow trout (Oncorhynchus mykiss) egg transcriptome after natural or controlled ovulation using 9152-cDNA microarrays.
The analysis of egg transcriptome after natural or controlled ovulation led to the identification of 26 genes. The expression patterns of 17 of those genes were monitored by real-time PCR. We observed that the control of ovulation by both hormonal induction and photoperiod manipulation induced significant changes in the egg mRNA abundance of specific genes. A dramatic increase of Apolipoprotein C1 (APOC1) and tyrosine protein kinase HCK was observed in the eggs when a hormonal induction of ovulation was performed. In addition, both microarray and real-time PCR analyses showed that prohibitin 2 (PHB2) egg mRNA abundance was negatively correlated with developmental success.
First, we showed, for the first time in fish, that the control of ovulation using either a hormonal induction or a manipulated photoperiod can induce differences in the egg mRNA abundance of specific genes. While the impact of these modifications on subsequent embryonic development is unknown, our observations clearly show that the egg transcriptome is affected by an artificial induction of ovulation.
Second, we showed that the egg mRNA abundance of prohibitin 2 was reflective of the developmental potential of the egg.
Finally, the identity and ontology of identified genes provided significant hints that could result in a better understanding of the mechanisms associated with each type of ovulation control (i.e. hormonal, photoperiodic), and in the identification of conserved mechanisms triggering the loss of egg developmental potential.
Fish egg quality can be defined as the ability of the egg to be fertilized and subsequently develop into a normal embryo. The egg's potential to produce a viable and normal embryo can be affected by many environmental and biological factors acting at various steps of the oogenetic process (see [1, 2] for review). The determinism of egg quality has also been shown to be under the influence of genetic factors [3–5]. While the effects of many experimental factors have been studied, the mechanisms by which they trigger egg quality losses are far less documented. Yolk composition as a result of a specific diet has been intensively studied in several fish species in relationship with egg developmental capacities [6–8]. Hormones of maternal origin supplied to the embryo by the egg also have a significant effect on embryonic development as shown by several studies . In contrast, the putative role of non-yolky cytoplasmic components accumulated during oogenesis, such as structural and regulatory proteins, cortical alveoli content and messenger RNAs (mRNAs), has received far less attention . Nevertheless, maternal mRNAs that accumulate in the oocyte during oogenesis are essential for early embryonic development [10, 11]. Like in other animals, some maternal mRNAs are involved in embryonic germ cells formation in fish , but other oocyte mRNAs, such as those involved in growth regulation, could be necessary to ensure a normal early development . Thus, in bovine two-cell embryos, a relationship between embryonic developmental competence, assessed in terms of time of first cleavage, and the expression of IGF1 mRNA was reported . In addition, other studies showed a relationship between variation of maternal RNA polyadenylation levels and developmental competence of mammalian oocytes, thus pointing out a relationship between maternal mRNA stability and embryonic developmental capacities . In fish, the possibility that specific oocyte mRNAs might be affected when egg quality is experimentally decreased has been seriously suggested by a previous work dealing with the effect of egg post-ovulatory ageing on the mRNA levels of many genes (~40) in rainbow trout eggs .
In fish, it is often useful or necessary to control the timing of spawning or induce the ovulatory process. These techniques are used for biotechnical, experimental or economical reasons to obtain out of season egg production and/or synchronous egg production within a group of females or, for some species, to obtain eggs from captive fish. The effects of these manipulations on fish egg quality have been thoroughly studied [1, 17]. However, the impact on egg transcriptome as a result of these manipulations has received far less attention despite recent efforts to study the ovarian or follicular transcriptome during oogenesis [18–20]. In the present study, we analyzed the transcriptome of unfertilized rainbow trout (Oncorhynchus mykiss) eggs after natural or controlled ovulation. Two different protocols of controlled ovulation that are widely used in laboratories and fish farms were carried out: (i) a hormonal induction of ovulation using intra-peritoneal GnRH-analog injection, and (ii) a specific photoperiod regime designed to advance the spawning period. In addition, a third group was not subjected to any specific manipulation to allow egg collection after natural spontaneous ovulation. For each individual female, egg samples were collected and either subjected to a microarray analysis or transferred in an experimental hatchery after fertilization for monitoring developmental success (e.g. embryonic survival, malformations). Thus, the present study aimed at (i) analyzing the effect of ovulation control processes on egg transcriptome and (ii) analyzing possible links between egg transcriptome and egg developmental potential.
Genes exhibiting differential egg mRNA abundance among experimental groups identified from the microarray analysis.
YEAST (P53230) Hypothetical 44.2 kDa protein in RME1-TFC4 intergenic region
MOUSE (P34928) Apolipoprotein C-I precursor (Apo-CI) (ApoC-I)
HUMAN (Q8WYA6) Beta-catenin-like protein 1 (Nuclear-associated protein)
MOUSE (P98078) Disabled homolog 2 (DOC-2)
MOUSE (Q62418) Drebrin-like protein (SH3 domain-containing protein 7)
MOUSE (Q99LD8) NG, NG-dimethylarginine dimethylaminohydrolase 2
MOUSE (P08103) Tyrosine-protein kinase HCK (EC 22.214.171.124)
RAT (P61980) Heterogeneous nuclear ribonucleoprotein K
HUMAN (P38646) Stress-70 protein, mitochondrial precursor
HUMAN (Q9UK53) Inhibitor of growth protein 1
HUMAN (Q8NCC3) 1-O-acylceramide synthase precursor (EC 2.3.1.-)
ARATH (O24496) Hydroxyacylglutathione hydrolase cytoplasmic (EC 126.96.36.199)
MOUSE (P46735) Myosin Ib (Myosin I alpha) (MMI-alpha) (MMIa)
HUMAN (Q96AB6) Protein N-terminal asparagine amidohydrolase (EC 3.5.1)
MOUSE (Q9ER64) Oxysterol binding protein-related protein 5
CHICK (P27607) Prostaglandin G/H synthase 2 precursor
HUMAN Plakophilin 1
HUMAN (P11498) Pyruvate carboxylase, mitochondrial precursor (EC 188.8.131.52)
HUMAN (P52756) RNA-binding protein 5 (Putative tumor suppressor LUCA15)
HUMAN (P27635) 60S ribosomal protein L10
GILMI (Q9DFQ7) 60S ribosomal protein L24
HUMAN (P04844) Dolichyl-diphosphooligosaccharide-protein glycosyltransferase 63 kDa subunit precursor (Ribophorin II)
YARLI (Q6C880) Protein transport protein SEC22
XENLA (Q92142) Tryptophan 5-hydroxylase (EC 184.108.40.206)
Ontologies of the genes exhibiting differential egg mRNA abundance among experimental groups identified from the microarray analysis.
Biological Process (P)
Cellular component (C)
Molecular Function (F)
negative regulation of lipoprotein lipase activity
negative regulation of binding
enzyme activator activity
induction of apoptosis
Rac protein signal transduction
activation of JNK activity
enzyme activator activity
nitric oxide mediated signal transduction
protein amino acid phosphorylation
protein-tyrosine kinase activity
single-stranded DNA binding
negative regulation of cell proliferation
negative regulation of cell growth
fatty acid catabolism
nervous system development
adult locomotory behavior
protein N-terminal asparagine amidohydrolase activity
Golgi to plasma membrane transport
integral to membrane
prostaglandin-endoperoxide synthase activity
structural constituent of epidermis
signal transducer activity
intermediate filament binding
pyruvate carboxylase activity
cytosolic large ribosomal subunit (sensu Eukaryota)
mitochondrial large ribosomal subunit
structural constituent of ribosome
mitochondrial large ribosomal subunit
structural constituent of ribosome
protein amino acid N-linked glycosylation
oligosaccharyl transferase complex
ER to Golgi vesicle-mediated transport
endoplasmic reticulum membrane
serotonin biosynthesis from tryptophan
tryptophan 5-monooxygenase activity
protein import into mitochondrial matrix
Genes exhibiting differential mRNA abundance in eggs of varying quality identified from the microarray analysis
HUMAN (O95394) Phosphoacetylglucosamine mutase (EC 220.127.116.11)
HUMAN (Q9H553) Alpha-1,3-mannosyltransferase ALG2 (EC 2.4.1.-)
HUMAN (P04114) Apolipoprotein B-100 precursor
MOUSE (P23359) Bone morphogenetic protein 7 precursor (BMP-7)
HUMAN (Q86V15) Probable transcription factor CST
RAT (Q5FWS4) Protein C6orf188 homolog
RABIT (Q29425) Cullin-5 (CUL-5)
MOUSE (Q9DAR7) Scavenger mRNA decapping enzyme DcpS
HUMAN (Q9Y6J8) Dual specificity protein phosphatase 24
MOUSE (Q80UZ0) FYVE, RhoGEF and PH domain containing protein 5
HUMAN (Q96IK5) Germ cell-less protein-like 1
RAT (P62916) Transcription initiation factor IIB
MOUSE (Q61191) Host cell factor (HCF) (HCF-1)
HUMAN (P50053) Ketohexokinase (EC 18.104.22.168)
XENLA (Q91784) Chromosome-associated kinesin KLP1
HUMAN (P55268) Laminin beta-2 chain precursor (S-laminin)
PONPY (Q5R6B1) Leucine-rich repeat transmembrane neuronal protein 1 precursor
MOUSE (Q64096) Guanine nucleotide exchange factor DBS
MOUSE (P51954) Serine/threonine-protein kinase Nek1 (EC 22.214.171.124)
CAEEL (O01761) Muscle M-line assembly protein unc-89
HUMAN (Q9H2J4) Phosducin-like protein 3
XENLA (P26619) Alpha platelet-derived growth factor receptor precursor
RAT (Q5XIH7) Prohibitin-2 (B-cell receptor-associated protein BAP37) (BAP-37)
HUMAN (Q96QF0) RAB3A-interacting protein (Rabin-3)
SALSA (P80426) Serotransferrin I precursor (Siderophilin I) (STF I)
RAT (P38438) TGF-beta receptor type II precursor (EC 126.96.36.199)
MOUSE (Q62440) Transducin-like enhancer protein 1 (Groucho-related protein 1)
HUMAN (P04275) Von Willebrand factor precursor (vWF
HUMAN (P17020) Zinc finger protein 16 (Zinc finger protein KOX9)
MOUSE (Q9JLM4) Zinc finger protein 261 (DXHXS6673E protein)
Ontologies of the genes exhibiting differential mRNA abundance in eggs of varying quality identified from the microarray analysis.
Biological Process (P)
Cellular component (C)
Molecular Function (F)
phosphoacetylglucosamine mutase activity
lipid transport activity
BMP signalling pathway
positive regulation of cell differentiation
cell cycle arrest
G1/S transition of mitotic cell cycle
induction of apoptosis by intracellular signals
negative regulation of cell proliferation
regulation of progression through cell cycle
calcium channel activity
cytoskeleton organization and biogenesis
regulation of cell shape
small GTPase binding
nuclear membrane organization and biogenesis
regulation of transcription
mRNA transcription from RNA polymerase II promoter
transcription initiation from RNA polymerase II promoter
transcription factor complex
general RNA polymerase II transcription factor activity
RNA polymerase II transcription factor activity
positive regulation of progression through cell cycle
regulation of transcription
transcription from RNA polymerase II promoter
identical protein binding
transcription coactivator activity
transcription factor activity
organelle organization and biogenesis
anterograde axon cargo transport
microtubule motor activity
calcium ion binding
phospholipase A2 activity
structural molecule activity
Rho protein signal transduction
Rho guanyl-nucleotide exchange factor activity
response to DNA damage stimulus
response to ionizing radiation
protein kinase activity
extracellular matrix organization and biogenesis
male genitalia development
integral to plasma membrane
platelet-derived growth factor binding
protein dimerization activity
protein serine/threonine kinase activity
negative regulation of transcription
mitochondrial inner membrane
estrogen receptor binding
specific transcriptional repressor activity
regulation of cell proliferation
Cell fate commitment
protein amino acid phosphorylation
protein amino acid dephosphorylation
integral to membrane
protein tyrosine kinase activity
regulation of transcription, DnA-dependent
response to wounding
Real-time PCR analysis
Real-time PCR primer sequences. For each target gene, official symbol of the human protein, GenBank accession number of the clone and clone name are indicated
Genes exhibiting a differential egg mRNA abundance among experimental groups
A similar expression pattern was observed for clone # 1RT68D18_D_B09 that exhibited sequence similarity with mouse Hemopoietic cell kinase (HCK, Table 1). The deduced partial amino acid sequence generated from the corresponding UniGene cluster exhibited 40% and 38% identity with mouse and human HCK proteins respectively.
Clone tcbk0023.o.24 exhibited sequence similarity with hydroxyacylglutathione hydrolase cytoplasmic (MR-1, Table 1) and was less abundant in eggs of the HI group than in eggs of the 2 other experimental groups (Figure 4). A contig sequence was generated using all rainbow trout ESTs belonging to the same UniGene cluster (Omy.19659). This contig sequence was then used to perform a blastX search in GenBank. This contig sequence corresponded to a partial CDS of the putative rainbow trout cDNA. The deduced rainbow trout amino acid sequence exhibited 59% identity with the mouse brain protein 17 isoform 1 (Figure 5B). This mouse protein is also known as myofibrillogenesis regulator 1. In addition a 60% identity was observed with human cognate protein (Figure 5B) know as myofibrillogenesis regulator 1 (MR-1).
Clone tcba0025.n.15 exhibited sequence similarity with human N-terminal asparagine amidase (NTAN1, Table 1) and was more abundant in eggs of the HI group than in eggs of N and PM groups (Figure 4). This sequence did not belong to any UniGene cluster and did not include a complete CDS. After performing a Blast search using this partial sequence, a 47% identity with the cognate human form (NTAN1) was observed.
Clone 1RT131K20_C_F10) exhibited sequence similarity with mouse myosin Ib (MYO1B, Table 1) and was more abundant in eggs of the PM group than in eggs of HI and N groups (Figure 4). This sequence did not belong to a UniGene cluster and did not contain a full CDS. The observed identity with predicted zebrafish and chicken cognate forms was 93 and 86% respectively. An 85 and 86% amino acid sequence identity was observed with human and murine proteins respectively.
Clone tcay0027.b.13 exhibited sequence similarity with human pyruvate carboxylase (PYC, Table 1) and was more abundant in eggs of the PM group than in eggs of the N group, while intermediate levels were observed in eggs of the HI group (Figure 4). This sequence did not include a full CDS. After performing a Blast search using this partial coding sequence, the amino acid sequence identity with cognate vertebrate forms was above 80%.
Clone 1RT139F11_B_C06 exhibited sequence similarity with ribosomal protein RPL24 and was more abundant in eggs of the HI group than in eggs of the PM group (Figure 4). This clone included a full CDS and the deduced amino acid sequence exhibited very strong (above 95%) sequence identity with cognate fish proteins (Figure 5C).
For 5 genes (HRNPK, RBM5, DAB2, PGH2 and SEC22, Table 1) similar expression profiles were observed in real-time PCR and microarray analyses. However, no statistical differences between groups were observed in the real-time PCR experiment (Figure 4).
For 3 genes (PKP1, DBNL and LYPA3, Table 1) the consistency between real-time PCR and microarray data was limited to 2 of the 3 experimental groups. In addition, no statistical differences between groups were observed in the real-time PCR analysis (Figure 4).
For the 2 remaining clones (BX082249 and CA388269, Table 1), no correlation was observed between real-time PCR and microarray data (data not shown).
Genes exhibiting a quality-dependent mRNA abundance in the eggs
Microarray analysis efficiency and reliability
The hybridization of radiolabeled cDNAs with cDNAs deposited onto nylon membranes has been used for several decades. However, the use of nylon cDNA microarrays is not very common in comparison to glass slide microarrays. Nevertheless, this technology has successfully been used for several years . In our laboratory, we have successfully used this technology to identify differentially expressed genes during oocyte maturation and ovulation . In the present study, we have used the same methodology and have identified a group of 26 genes exhibiting differential egg mRNA abundance after natural controlled ovulation with a false discovery rate of 3.4%. Using real-time PCR, the egg mRNA abundance of 17 genes was analyzed. Among those 17 genes, only 2 exhibited expression patterns totally inconsistent with microarray data. In contrast, the expression patterns of the other genes were very similar to microarray data, even though observed differences were not always significant. It is noteworthy that the 2 genes exhibiting inconsistent expression patterns between PCR and microarray experiments correspond to uncharacterized proteins. Indeed, one of the genes (CA388269) had no significant hit in the Swiss-Prot database while the other one (BX082249) had a significant hit with a hypothetical yeast protein (Table 1). To conclude, the overall consistency of PCR and microarray data suggests that the microarray analysis performed in the present study is robust and reliable.
Genes exhibiting a differential mRNA abundance after natural or controlled ovulation
Hormonal induction of ovulation
Among identified genes, APOC1 and HCK were the most affected by a hormonal-induction of ovulation. Thus, the egg mRNA abundance of those 2 genes was dramatically increased after hormonal induction of ovulation in comparison to natural ovulation (Figure 4). Human APOCs are protein constituents of chylomicrons, very low density lipoproteins, and high-density lipoproteins . The human APOC1 protein is predominantly expressed in liver and adipose tissue . APOC1 may modulate the activity of plasma enzymes involved in lipid metabolism. Besides, APOC1 has also been reported to interfere with the APOE-dependent hepatic uptake of lipoprotein remnants by the low density lipoprotein receptor (LDLr) and LDLr-related protein . Interestingly, it was previously shown in rainbow trout that the same clone of the APOC1 gene was significantly up-regulated in the ovary at the time of oocyte maturation . This could be related to the arrest of lipoproteins uptake by the oocyte at the end of vitellogenesis concomitantly with a decrease of the expression of vitellogenin receptor . It is therefore possible that the hormonal induction of ovulation induces an artificial over abundance of some hormonally-dependent genes, such as APOC1, in the eggs. However, the possible consequences of such an over abundance on lipid metabolism of the embryo is so far unknown.
Similarly to APOC1, the egg mRNA abundance of HCK gene was also dramatically increased after hormonal induction of ovulation. HCK, hemopoietic cell kinase, belongs to Src-familly tyrosine kinases and is expressed in cells of myelomonocytic lineage, B lymphocytes, and embryonic stem cells. It was previously shown that the conventional progesterone receptor could interact, in a progestin-dependent manner, with various signaling molecules, including Src tyrosine kinases . Indeed, these authors used downregulated HCK as a general model of the c-Src family tyrosine kinases to investigate the mechanism of activation by conventional progesterone receptor. In addition, the participation of the conventional progesterone receptor in African clawed frog (Xenopus laevis) oocyte maturation process was seriously suggested by two independent studies [27, 28]. Besides, Src tyrosine kinase activation has been shown to be one of the earliest transcription-independent responses of Xenopus oocytes to progesterone during in vitro induced maturation; a period when oocyte mRNA content remains stable . Interestingly, we observed a dramatic over abundance of HCK mRNA in the eggs after hormonal induction of ovulation. To date, the significance of this over abundance as a result of hormonally-induced ovulation is unknown. However, it further demonstrates that the egg mRNA abundance of specific genes can be dramatically affected by a hormonal induction of ovulation.
In addition to APOC1 and HCK, eggs obtained after hormonal induction of ovulation were also characterized by higher NTAN1 and lower MR-1 mRNA abundance. However, the fold difference observed for those 2 genes was less important. In mice it has been shown that NTAN1 encodes an N-terminal amidohydrolase specific for N-terminal asparagines, which is involved in ubiquitin-proteasome proteolysis termed as the N-end rule pathway . N-end rule pathway determines metabolic instability of different proteins that contain a destabilizing N-terminal residue . More specifically, a recent study suggested that an over expression of NTAN1 using recombinant NTAN1 adenovirus vector resulted in a marked decrease in the microtubule-associated protein 2 (MAP2) expression in hippocampal neurons in rat . Regardless of the specific target of NTAN1 in the oocyte, an increased expression of this enzyme should participate in protein turnover, and its regulation might be important for the normal development of the oocyte. The second gene, MR-1, is a newly identified protein that interacts with contractile proteins and exists in human myocardial myofibrils .
Finally, the egg mRNA abundance of RPL24 was higher after hormonal induction of ovulation. However, this difference was only significant in comparison with the PM group. The 60S ribosomal protein L24 (RPL24) is one of the forty seven 60S ribosomal proteins present in eukaryotic organisms and often used as markers for phylogenetic studies and comparative genomics. Those ribosomal proteins have been sequenced recently in catfish (Ictalurus punctarus) and high similarities with mammalian ribosomal protein were found . 60S ribosomal subunit participates in translational initiation in combination with 40S ribosomal subunit . An insertional mutagenesis study carried out in zebrafish (Danio rerio) reported this gene to be essential for early embryonic development. Mutation of this gene resulted in small head/eyes mutants . Interestingly, when monitoring embryonic development in the present study, we noticed that many embryos originating from eggs of hormonally-induced females exhibited small eyes at eyeing stage. Precise quantification of this phenomenon would be necessary to stress its relationship with RPL24 over abundance in the eggs.
Photoperiodic control of ovulation
Four genes exhibited differential egg mRNA abundance after photoperiod treatment in comparison to natural ovulation. Similarly to eggs obtained after hormonal induction of ovulation, eggs of the PM group also exhibited increased levels of APOC1 and HCK. The differential abundance of both genes was high but less pronounced than after hormonally-induced ovulation. In addition eggs obtained after photoperiod manipulation of ovulation were also characterized by higher MYO1B and PYC mRNA abundance. According to the gene ontology analysis, MYO1B is a cytoskeleton protein involved in nervous system development (Table 2). It is also expressed in a wide variety of tissues including rat neonatal tissues [37, 38]. The class I myosin, MYO1B, is a calmodulin- and actin-associated molecular motor widely expressed in mammalian tissues . MYO1B can interact on the dynamic actin filament populations and might play a role in intracellular membrane trafficking . Myosin light chain has been recently suggested to participate in anchoring the 26S proteasome, a 26S multiprotein complex that catalyses the breakdown of polyubiquitylated proteins, to the actin cytoskeleton of goldfish oocyte . Degradation of proteins mediated by ubiquitin-proteasome pathway plays important roles in the regulation of eukaryotic cell cycle  and can be involved in oocyte maturation and further embryonic cell cleavages.
Pyruvate carboxylase (PYC) is a mitochondrial biotin-dependent carboxylase. In the adipose tissue and liver PYC participates in the citrate shuttle by which NADPH equivalents are transported out of mitochondria to the cytosol for lipogenesis . Five alternative forms of rat pyruvate carboxylase cDNAs have been identified in liver, kidney, brain, and adipose tissue and these are expressed in a tissue-specific manner [44–46]. In red Seabream (Pagrus major), PYC mRNA was detected by Northen blot analysis in heart, liver, muscle and ovary . Interestingly, it was previously shown that a photoperiod manipulation of spawning date was associated with a significantly higher occurrence of yolk-sac resorption defects . Together, these observations suggest a putative link between an abnormal stockpiling of PYC mRNA in the egg and problems in the processing and/or use of yolk-sac lipidic stores. Indeed, it was previously reported that non viable gilthead sea bream eggs have lower pyruvate carboxylase activity than viable eggs .
Genes exhibited an egg mRNA abundance correlated with egg's developmental potential
From microarray data, 30 genes were identified as exhibiting an egg mRNA abundance correlated with egg's developmental potential. However, the false discovery rate was elevated and those genes were considered as candidate genes requiring PCR validation. Nevertheless, it is noteworthy that the ontological analysis of this group showed that 5 genes are involved in the regulation of transcription and others in cell proliferation/development and cytoskeleton organization and biogenesis. In addition, the correlation was confirmed for 1 of the 15 genes analyzed by real-time PCR: prohibitin 2 (PHB2). In animals and yeast, prohibitins have been shown to play important roles in cell cycling and senescence. One of prohibitin 2 major role is to be a chaperone-like regulator of the AAA protease in the mitochondrial matrix that assists in the assembly of inner membrane complex . In Caenorhabditis elegans, PHB proteins were showed to be essential during embryonic development and are required for somatic and germ line differentiation in the larval gonad . Moreover, deletions of the Saccharomyces cerevisiae homologues, PHB1 and PHB2, result in a decreased replicative lifespan, and a defect in mitochondrial membrane potential. The prohibitin protein has been immunolocalized in mammalian oocytes and embryos and suggested to have an antiproliferative activity . Besides, a higher immunoreactivity level was found in the nucleus of embryo that failed to develop normally in comparison to morphologically normal ones. In the present study, we observed a higher prohibitin 2 mRNA abundance in eggs exhibiting the lowest developmental potential. This differential abundance in eggs of varying quality suggests that prohibitin 2 plays a role in the developmental potential of the embryo. Further studies are needed to unravel the link between an overabundance of prohibitin 2 mRNA in the eggs and a reduced egg developmental potential. Thus, this overabundance could be the result of a reduced prohibitin 2 synthesis during oogenesis.
In the present study we successfully used rainbow trout cDNA microarrays to analyze egg transcriptome after natural and controlled ovulation and in relationship with the developmental potential of the eggs. We showed that the control of ovulation using either a hormonal induction or a manipulated photoperiod could induce differences in the egg mRNA abundance of specific genes.
In addition, we showed that the egg mRNA abundance of prohibitin 2 (PHB2) was negatively correlated with the developmental potential of the egg.
Furthermore, the identity and ontology of identified genes provided significant hints that could result in a better understanding of the mechanisms associated with each type of ovulation control (e.g hormonal, photoperiodic) or conserved mechanisms triggering a loss of egg developmental potential.
Investigations were conducted according to the guiding principles for the use and care of laboratory animals and in compliance with French and European regulations on animal welfare. Three groups of male and female rainbow trout (Oncorhynchus mykiss) were obtained from our experimental fish farm (Sizun, France) and maintained until reproductive season under natural photoperiod and water temperature conditions. A first set of egg samples was collected from females undergoing natural (N) ovulation. Four weeks before expected ovulation fish (25 females) were transferred in a controlled recirculated water system (12°C) under natural photoperiod in INRA experimental facilities (Rennes, France). A second set of egg samples was collected from females subjected to a hormonal induction (HI) of ovulation. Four weeks before expected ovulation fish were transferred in a controlled recirculated water system (12°C) under natural photoperiod in INRA experimental facilities (Rennes, France). Females (n = 33) were given a 250 μL.Kg-1 body weight (b.w) intraperitoneal injection of [Des-Gly10, DArg6, Pro-NHEt9]-GnRH analog (Bachem, Allemagne) at 60 μg.Kg-1 b.w. A third set of egg samples was collected from females subjected to a photoperiod manipulation (PM) of ovulation. After a first reproduction, fish (17 females) were isolated in light-proofed tanks and exposed to an artificial photoperiod. Beginning on January 15th, all fish were held under constant light (24L:0D) for 490°C.day. Then, beginning on March 27th, they were held under short photoperiod (8L:16D) until ovulation (1230°C.day). Light was supplied by 4 neon tubes (58 Watts).
In order to avoid excessive post-ovulatory ageing, unfertilized eggs were collected by manual stripping 5 days after detected ovulation. Two batches of 5 mL of eggs (approximately 100 to 200 eggs per batch) were used for fertilization. At each egg collection day, fresh sperm samples were collected from 10 mature males originating from the same group in order to fertilize eggs with a pool of sperms. Sperm samples were obtained by manual pressure on the abdomen and kept at 4°C for a short time before use.
Fertilization and early development
Fertilization was performed under previously described standardized conditions . The two batches of 5 mL of eggs were fertilized with 5 μl of pooled semen. Fertilized eggs were transferred into compartmentalized incubation trays supplied by recirculated water (10°C). Water temperature and chemistry were routinely monitored and maintained constant over the entire incubation period. Dead eggs and embryos were periodically removed and survival rates were estimated as percentages of the initial number of eggs used for fertilization. Survival at the completion of yolk sac resorption (YSR, 550°C.day) was monitored. The occurrence of noticeable morphological malformations at YSR was also monitored. Survival and malformation data were used to calculate the proportion of normal alevins at YSR expressed as a percentage of the initial number of eggs.
Extractions were performed as previously described  with minor modifications. Total RNA was extracted from 20 unfertilized eggs using 9 mL of TRizol (Invitrogen) in 13 mL sterile polypropylene tubes. Because of high egg vitellogenic content, each RNA was subsequently repurified using a Nucleospin RNA 2 kit (Macherey Nagel) in order to obtain genomic-grade RNA quality. For each egg sample, three RNA extracts were obtained, pooled and precipitated with sodium acetate (3 M, pH5.2, Prolabo) to increase RNA concentration. Thus, any RNA sample used for transcriptomic analysis originated from 60 unfertilized eggs of an individual female.
Nylon micro-arrays (7.6 × 2.6 cm) were obtained from INRA-GADIE (Jouy-en-Josas, France) resource center . A set of 9152 distinct rainbow trout cDNA clones originating from 2 pooled-tissues library [55, 56] were spotted in duplicates after PCR amplification. PCR products were spotted onto Hybond N+ membranes as previously described . This rainbow trout generic array was deposited in Gene Expression Omnibus (GEO) database (Platform# GPL3650) .
Four RNA samples originating from naturally ovulating females, 11 RNA samples originating from hormonally-induced females and 14 RNA samples originating from photoperiod-manipulated females were used for microarray hybridization according to the following procedure. Hybridizations were carried out as previously described , with minor modifications, at INRA genomic facility (Rennes). A first hybridization was performed using a 33P-labelled oligonucleotide (TAATACGACTCACTATAGGG which is present at the extremity of each PCR product) to monitor the amount of cDNA in each spot. After stripping (3 hours 68°c, 0.1× SSC, 0.2% SDS), arrays were prehybridized for 1 h at 65°C in hybridization solution (5× Denhardt's, 5× SSC, 0.5% SDS). Complex probes were prepared from 3 μg of RNA by simultaneous reverse transcription and labelling for 1 hour at 42°C in the presence of 50 μCi [alpha-33P] dCTP, 5 μM dCTP, 0.8 mM each dATP, dTTP, dGTP and 200 units M-MLV SuperScript RNase H-reverse transcriptase (GIBCO BRL) in 30 μL final volume. RNA was degraded by treatment at 68°C for 30 min with 1 μl 10% SDS, 1 μl 0.5 M EDTA and 3 μl 3 M NaOH, and then equilibrated at room temperature for 15 min. Neutralization was done by adding 10 μl 1 M Tris-HCl plus 3 μl 2N HCl. Arrays were incubated with the corresponding denatured labeled cDNAs for 18 h at 65°C in hybridization solution. After 3 washes (1 hours 68°C, 0.1× SSC 0.2% SDS), arrays were exposed 65 hours to phosphor-imaging plates before scanning using a FUJI BAS 5000. Signal intensities were quantified using ArrayGauge software (FujifilmMedical Systems, Stanford, CT) and deposited in GEO database (Series# GSE5928) .
Microarray signal processing
Spots with low oligonucleotide signal (lower than three times the background level) were excluded from the analysis. After this filtering step, signal processing was performed using the vector oligonucleotide data to correct each spot signal by the actual amount of DNA present in each spot. After correction, signal was normalized by dividing each gene expression value by the median value of the array.
Microarray data analysis
Statistical analysis was performed using Significance Analysis of Microarray (SAM) software . For each comparison, the lowest false discovery rate (FDR) was used to identify differentially abundant genes. A first analysis was performed in order to identify differentially abundant transcripts between N group and the two other experimental groups (HI and PM). A second analysis was performed in order to identify differentially abundant transcripts in relation with egg quality, estimated by percentage of normal alevins at YSR within the complete data set or inside each experimental group (HI and PM).
Identity of mircroarray cDNA clones
Rainbow trout sequences originating from INRA AGENAE  and USDA  EST sequencing programs were used to generate publicly available contigs . The 8th version (Om.8, released January 2006) was used for BlastX  comparison against the Swiss-Prot database (January 2006) . The score of each alignment was retrieved after performing BlastX comparison. This was performed automatically for each EST spotted onto the membrane and used to annotate the 9152 clones of the microarray.
For all the clones identified as differentially abundant after a SAM analysis (Table 1, 3) the official human gene symbol was retrieved  and used in the text, figures and tables for clarity reasons. In addition, the accession number of the corresponding rainbow trout cluster (UniGene Trout, January 2006), if any, was retrieved from the UniGene database . For all genes identified as differentially abundant in the transcriptomic analysis, ontologies were obtained using the AmiGO tool . Finally, for the differentially abundant genes identified in the real-time PCR analysis, a BlastX search was performed against the GenBank NR database. When possible, this was done using the contig sequence generated from all the ESTs present in the corresponding UniGene cluster. Subsequently, the amino acid sequence deduced from the trout contig sequence was aligned with cognate vertebrate forms.
Real-time PCR analysis
Real-time PCR was performed using all RNA samples used for microarray analysis (N = 29). Reverse transcription and real time PCR were performed as previously described . Briefly, 2 μg of total RNA were reverse transcribed using 200 units of Moloney murine Leukemia virus (MMLV) reverse transcriptase (Promega, Madison, WI) and 0.5 μg dT15 Oligonucleotide (Promega) per μg of total RNA according to manufacturer's instruction. RNA and dNTPs were denatured for 6 min at 70°C; then chilled on ice for 5 min before the reverse transcription master mix was added. Reverse transcription was performed at 37°C for 1 hour and 15 min followed by a 15 min incubation step at 70°C. Control reactions were run without MMLV reverse transcriptase and used as negative controls in the real-time PCR study. Real-time PCR experiments were conducted using an I-Cycler IQ (Biorad, Hercules, CA). Reverse transcription products were diluted to 1/25, and 5 μl were used for each real-time PCR reaction. Triplicates were run for each RT product. Real-time PCR was performed using a real-time PCR kit provided with a SYBR Green fluorophore (Eurogentec, Belgium) according to the manufacturer's instructions and using 600 nM of each primer. After a 2 min incubation step at 50°C and a 10 min incubation step at 95°C, the amplification was performed using the following cycle: 95°C, 20 sec; 60°C, 1 min, 40 times. The relative abundance of target cDNA within sample set was calculated from a serially diluted oocyte cDNA pool using the I-Cycler IQ software. After amplification, a fusion curve was obtained using the following protocol: 10 sec holding followed by a 0.5°C increase, repeated 80 times and starting at 55°C. The level of CyclinA2 RNAs was monitored using the same sample set to allow normalization. Cyclin A2 was used for normalization because its mRNA abundance was shown to be elevated and highly stable in rainbow trout eggs collected 5 days after ovulation (). Statistical analyses were performed using Statistica 7.0 software (Statsoft, Tulsa, OK). Differences between groups were analyzed using non parametric U tests.
This work was funded by an INRA-AGENAE-IFOP grant to JB. The authors thank INRA-GADIE (Jouy en Josas, France) resource center for providing micro-arrays and the INRA-SIGENAE group (Toulouse, France) for bioinformatic support. The authors also thank all INRA experimental facility personnel (Sizun and Rennes) for animal care and the staff of INRA transcriptomic facilities for their help in microarray hybridization and data processing.
- Brooks S, Tyler CR, Sumpter JP: Egg quality in fish: what makes a good egg ?. Reviews in Fish Biology and Fisheries. 1997, Chapman & Hall, 7: 387-416. 10.1023/A:1018400130692.Google Scholar
- Kjorsvik E, Mangor-Jensen A, Homefjord I: Egg quality in fishes. Advances in Marine Biology. 1990, 26: 71-113.View ArticleGoogle Scholar
- Gall GAE, Gross SJ: A genetics analysis of the performance of three rainbow trout broodstocks. Aquaculture. 1978, 15: 113-127. 10.1016/0044-8486(78)90057-1.View ArticleGoogle Scholar
- Gall GAE, Huang N: Heritability and selection schemes for rainbow trout: Female reproductive performance. Aquaculture. 1988, 73: 57-66. 10.1016/0044-8486(88)90041-5.View ArticleGoogle Scholar
- Su GS, Liljedahl L, Gall GAE: Genetic and environmental variation of female reproductive traits in rainbow trout (Oncorhynchus mykiss). Aquaculture. 1997, 154:Google Scholar
- Izquierdo MS, Fernandez-Palacios H, Tacon AGJ: Effect of broodstock nutrition on reproductive performance of fish. Aquaculture. 2001, 197: 25-42. 10.1016/S0044-8486(01)00581-6.View ArticleGoogle Scholar
- Craik J, Harvey S: Egg quality in rainbow trout: the relation between egg viability, selected aspects of egg composition, and time of stripping. Aquaculture. 1984, 40: 115-134. 10.1016/0044-8486(84)90350-8.View ArticleGoogle Scholar
- Craik JCA: Egg quality and egg pigment content in salmonid fishes. Aquaculture. 1985, 47: 61-88. 10.1016/0044-8486(85)90008-0.View ArticleGoogle Scholar
- Mac Cormick MI: Experimental test of the effect of maternal hormones on larval quality of a coral reef fish. Oecologia. 1999, 118: 412-422. 10.1007/s004420050743.View ArticleGoogle Scholar
- Dworkin MB, Dworkin-Rastl E: Functions of maternal mRNA in early development. Mol Reprod Dev. 1990, 26: 261-297. 10.1002/mrd.1080260310.PubMedView ArticleGoogle Scholar
- Nagler JJ: In vivo treatment with cycloheximide or actinomycin D inhibits early embryonic development in rainbow trout (Oncorhynchus mykiss). Fish Physiology & Biochemistry. 2000, 22: 61-66. 10.1023/A:1007825013917.View ArticleGoogle Scholar
- Hashimoto Y, Maegawa S, Nagai T, Yamaha E, Suzuki H, Yasuda K, Inoue K: Localized maternal factors are required for zebrafish germ cell formation. Dev Biol. 2004, 268: 152-161. 10.1016/j.ydbio.2003.12.013.PubMedView ArticleGoogle Scholar
- Yang BY, Green M, Chen TT: Early embryonic expression of the growth hormone family protein genes in the developing rainbow trout, Oncorhynchus mykiss. Mol Reprod Dev. 1999, 53: 127-134. 10.1002/(SICI)1098-2795(199906)53:2<127::AID-MRD1>3.0.CO;2-H.PubMedView ArticleGoogle Scholar
- Lonergan P, Gutierrez-Adan A, Pintado B, Fair T, Ward F, Fuente JD, Boland M: Relationship between time of first cleavage and the expression of IGF-I growth factor, its receptor, and two housekeeping genes in bovine two-cell embryos and blastocysts produced in vitro. Mol Reprod Dev. 2000, 57: 146-152. 10.1002/1098-2795(200010)57:2<146::AID-MRD5>3.0.CO;2-2.PubMedView ArticleGoogle Scholar
- Brevini TA, Lonergan P, Cillo F, Francisci C, Favetta LA, Fair T, Gandolfi F: Evolution of mRNA polyadenylation between oocyte maturation and first embryonic cleavage in cattle and its relation with developmental competence. Mol Reprod Dev. 2002, 63: 510-517. 10.1002/mrd.10191.PubMedView ArticleGoogle Scholar
- Aegerter S, Jalabert B, Bobe J: Large scale real-time PCR analysis of mRNA abundance in rainbow trout eggs in relationship with egg quality and post-ovulatory ageing. Mol Reprod Dev. 2005, 72: 377-385. 10.1002/mrd.20361.PubMedView ArticleGoogle Scholar
- Arabaci M, Diler I, Sari M: Induction and synchronisation of ovulation in rainbow trout, Oncorhynchus mykiss, by administration of emulsified buserelin (GnRHa) and its effects on egg quality. Aquaculture. 2004, 237: 475-484. 10.1016/j.aquaculture.2004.04.012.View ArticleGoogle Scholar
- Bobe J, Montfort J, Nguyen T, Fostier A: Identification of new participants in the rainbow trout (Oncorhynchus mykiss) oocyte maturation and ovulation processes using cDNA microarrays. Reprod Biol Endocrinol. 2006, 4: 39-10.1186/1477-7827-4-39.PubMed CentralPubMedView ArticleGoogle Scholar
- Knoll-Gellida A, Andre M, Gattegno T, Forgue J, Admon A, Babin PJ: Molecular phenotype of zebrafish ovarian follicle by serial analysis of gene expression and proteomic profiling, and comparison with the transcriptomes of other animals. BMC Genomics. 2006, 7: 46-10.1186/1471-2164-7-46.PubMed CentralPubMedView ArticleGoogle Scholar
- von Schalburg KR, Rise ML, Brown GD, Davidson WS, Koop BF: A comprehensive survey of the genes involved in maturation and development of the rainbow trout ovary. Biol Reprod. 2005, 72: 687-699. 10.1095/biolreprod.104.034967.PubMedView ArticleGoogle Scholar
- Bertucci F, Bernard K, Loriod B, Chang YC, Granjeaud S, Birnbaum D, Nguyen C, Peck K, Jordan BR: Sensitivity issues in DNA array-based expression measurements and performance of nylon microarrays for small samples. Hum Mol Genet. 1999, 8: 1715-1722. 10.1093/hmg/8.9.1715.PubMedView ArticleGoogle Scholar
- Shulman RS, Herbert PN, Wehrly K, Fredrickson DS: Thf complete amino acid sequence of C-I (apoLp-Ser), an apolipoprotein from human very low density lipoproteins. J Biol Chem. 1975, 250:Google Scholar
- Jong MC, Hofker MH, Havekes LM: Role of ApoCs in lipoprotein metabolism: functional differences between ApoC1, ApoC2, and ApoC3. Arterioscler Thromb Vasc Biol. 1999, 19:Google Scholar
- Berbee JF, van der Hoogt CC, Sundararaman D, Havekes LM, Rensen PC: Severe hypertriglyceridemia in human APOC1 transgenic mice is caused by apoC-I-induced inhibition of LPL. J Lipid Res. 2005, 46: 297-306. 10.1194/jlr.M400301-JLR200.PubMedView ArticleGoogle Scholar
- Hiramatsu N, Chapman RW, Lindzey JK, Haynes MR, Sullivan CV: Molecular characterization and expression of vitellogenin receptor from white perch (Morone americana). Biol Reprod. 2004, 70: 1720-1730. 10.1095/biolreprod.103.023655.PubMedView ArticleGoogle Scholar
- Boonyaratanakornkit V, Scott MP, Ribon V, Sherman L, Anderson SM, Maller JL, Miller WT, Edwards DP: Progesterone receptor contains a proline-rich motif that directly interacts with SH3 domains and activates c-Src family tyrosine kinases. Mol Cell. 2001, 8: 269-280. 10.1016/S1097-2765(01)00304-5.PubMedView ArticleGoogle Scholar
- Bayaa M, Booth RA, Sheng Y, Liu XJ: The classical progesterone receptor mediates Xenopus oocyte maturation through a nongenomic mechanism. Proc Natl Acad Sci U S A. 2000, 97: 12607-12612. 10.1073/pnas.220302597.PubMed CentralPubMedView ArticleGoogle Scholar
- Tian J, Kim S, Heilig E, Ruderman JV: Identification of XPR-1, a progesterone receptor required for Xenopus oocyte activation. Proc Natl Acad Sci U S A. 2000, 97: 14358-14363. 10.1073/pnas.250492197.PubMed CentralPubMedView ArticleGoogle Scholar
- Tokmakov A, Iwasaki T, Itakura S, Sato K, Shirouzu M, Fukami Y, Yokoyama S: Regulation of Src kinase activity during Xenopus oocyte maturation. Dev Biol. 2005, 278: 289-300. 10.1016/j.ydbio.2004.10.018.PubMedView ArticleGoogle Scholar
- Grigoryev S, Stewart AE, Kwon YT, Arfin SM, Bradshaw RA, Jenkins NA, Copeland NG, Varshavsky A: A mouse amidase specific for N-terminal asparagine. The gene, the enzyme, and their function in the N-end rule pathway. J Biol Chem. 1996, 271:Google Scholar
- Varshavsky A: The N-end rule: functions, mysteries, uses. Proc Natl Acad Sci U S A. 1996, 93:Google Scholar
- Hirai T, Taniura H, Goto Y, Ogura M, Sng JCG, Yoneda Y: Stimulation of ubiquitin-proteasome pathway through the expression of amidohydrolase for N-terminal asparagine (Ntan1) in cultured rat hippocampal neurons exposed to static magnetism. J Neurochem. 2006, 96: 1519-1530. 10.1111/j.1471-4159.2006.03655.x.PubMedView ArticleGoogle Scholar
- Li TB, Liu XH, Feng S, Hu Y, Yang WX, Han Y, Wang YG, Gong LM: Characterization of MR-1, a novel myofibrillogenesis regulator in human muscle. Acta Biochim Biophys Sin (Shanghai). 2004, 36: 412-418.View ArticleGoogle Scholar
- Patterson A, Karsi A, Feng J, Liu Z: Translational machinery of channel catfish: II. Complementary DNA and expression of the complete set of 47 60S ribosomal proteins. Gene. 2003, 305: 151-160. 10.1016/S0378-1119(02)01183-6.PubMedView ArticleGoogle Scholar
- Wilkie GS, Dickson KS, Gray NK: Regulation of mRNA translation by 5 '- and 3 '-UTR-binding factors. Trends Biochem Sci. 2003, 28: 182-188. 10.1016/S0968-0004(03)00051-3.PubMedView ArticleGoogle Scholar
- Golling G, Amsterdam A, Sun Z, Antonelli M, Maldonado E, Chen W, Burgess S, Haldi M, Artzt K, Farrington S, Lin SY, Nissen RM, Hopkins N: Insertional mutagenesis in zebrafish rapidly identifies genes essential for early vertebrate development. Nat Genet. 2002, 31: 135-140. 10.1038/ng896.PubMedView ArticleGoogle Scholar
- Ruppert C, Kroschewski R, Bahler M: Identification, characterization and cloning of myr 1, a mammalian myosin-I. J Cell Biol. 1993, 120: 1393-1403. 10.1083/jcb.120.6.1393.PubMedView ArticleGoogle Scholar
- Sherr EH, Joyce MP, Greene LA: Mammalian myosin I alpha, I beta, and I gamma: new widely expressed genes of the myosin I family. J Cell Biol. 1993, 120: 1405-1416. 10.1083/jcb.120.6.1405.PubMedView ArticleGoogle Scholar
- Stafford WF, Walker ML, Trinick JA, Coluccio LM: Mammalian class I myosin, Myo1b, is monomeric and cross-links actin filaments as determined by hydrodynamic studies and electron microscopy. Biophys J. 2005, 88: 384-391. 10.1529/biophysj.104.045245.PubMed CentralPubMedView ArticleGoogle Scholar
- Tang N, Ostap EM: Motor domain-dependent localization of myo1b (myr-1). Curr Biol. 2001, 11: 1131-1135. 10.1016/S0960-9822(01)00320-7.PubMedView ArticleGoogle Scholar
- Horiguchi R, Dohra H, Tokumoto T: Comparative proteome analysis of changes in the 26S proteasome during oocyte maturation in goldfish. Proteomics. 2006, 6: 4195-4202. 10.1002/pmic.200600055.PubMedView ArticleGoogle Scholar
- Huo LJ, Fan HY, Zhong ZS, Chen DY, Schatten H, Sun QY: Ubiquitin-proteasome pathway modulates mouse oocyte meiotic maturation and fertilization via regulation of MAPK cascade and cyclin B1 degradation. Mech Dev. 2004, 121: 1275-1287. 10.1016/j.mod.2004.05.007.PubMedView ArticleGoogle Scholar
- Lehn DA, Moran SM, MacDonald MJ: The sequence of the rat pyruvate carboxylase-encoding cDNA. Gene. 1995, 165: 331-332. 10.1016/0378-1119(95)00557-M.PubMedView ArticleGoogle Scholar
- Jitrapakdee S, Booker GW, Cassady AI, Wallace JC: The rat pyruvate carboxylase gene structure. Alternate promoters generate multiple transcripts with the 5'-end heterogeneity. J Biol Chem. 1997, 272: 20522-20530. 10.1074/jbc.272.33.20522.PubMedView ArticleGoogle Scholar
- Jitrapakdee S, Walker ME, Wallace JC: Identification of novel alternatively spliced pyruvate carboxylase mRNAs with divergent 5'-untranslated regions which are expressed in a tissue-specific manner. Biochem Biophys Res Commun. 1996, 223: 695-700. 10.1006/bbrc.1996.0958.PubMedView ArticleGoogle Scholar
- Jitrapakdee S, Booker GW, Cassady AI, Wallace JC: Cloning, sequencing and expression of rat liver pyruvate carboxylase. Biochem J. 1996, 316 ( Pt 2): 631-637.View ArticleGoogle Scholar
- Abe S, Chamnan C, Miyamoto K, Minamino Y, Nouda M: Isolation and identification of 3-methylcrotonyl coenzyme A carboxylase cDNAs and pyruvate carboxylase, and their expression in red seabream (Pagrus major) organs. Mar Biotechnol (NY). 2004, 6: 527-540. 10.1007/s10126-004-4203-x.View ArticleGoogle Scholar
- Bonnet E, Fostier A, J. B: Characterization of rainbow trout egg quality: a case study using four different breeding protocols, with emphasis on the incidence of embryonic malformations. Theriogenology. 2006, in press:Google Scholar
- Lahnsteiner F, Patarnello P: Investigations on the metabolism of viable and nonviable gilthead sea bream (Sparus aurata) eggs. Aquaculture. 2003, 223: 159-174. 10.1016/S0044-8486(03)00159-5.View ArticleGoogle Scholar
- Bogenhagen DF, Wang Y, Shen EL, Kobayashi R: Protein components of mitochondrial DNA nucleoids in higher eukaryotes. Mol Cell Proteomics. 2003, 2:Google Scholar
- Artal-Sanz M, Tsang WY, Willems EM, Grivell LA, Lemire BD, van der SH, Nijtmans LG: The mitochondrial prohibitin complex is essential for embryonic viability and germline function in Caenorhabditis elegans. J Biol Chem. 2003, 278: 32091-32099. 10.1074/jbc.M304877200.PubMedView ArticleGoogle Scholar
- Thompson WE, Asselin E, Branch A, Stiles JK, Sutovsky P, Lai L, Im GS, Prather RS, Isom SC, Rucker E, Tsang BK: Regulation of prohibitin expression during follicular development and atresia in the mammalian ovary. Biol Reprod. 2004, 71: 282-290. 10.1095/biolreprod.103.024125.PubMedView ArticleGoogle Scholar
- Aegerter S, Jalabert B, Bobe J: Messenger RNA stockpile of cyclin B, insulin-like growth factor I, insulin-like growth factor II, insulin-like growth factor receptor Ib, and p53 in the rainbow trout oocyte in relation with developmental competence. Mol Reprod Dev. 2004, 67: 127-135. 10.1002/mrd.10384.PubMedView ArticleGoogle Scholar
- INRA-GADIE: INRA-GADIE. 2006, [http://www-crb.jouy.inra.fr/]Google Scholar
- Govoroun M, Le Gac F, Guiguen Y: Generation of a large scale repertoire of Expressed Sequence Tags (ESTs) from normalised rainbow trout cDNA libraries. BMC Genomics. 2006, 7: 196-10.1186/1471-2164-7-196.PubMed CentralPubMedView ArticleGoogle Scholar
- Rexroad CE, Lee Y, Keele JW, Karamycheva S, Brown G, Koop B, Gahr SA, Palti Y, Quackenbush J: Sequence analysis of a rainbow trout cDNA library and creation of a gene index. Cytogenet Genome Res. 2003, 102: 347-354. 10.1159/000075773.PubMedView ArticleGoogle Scholar
- Nguyen C, Rocha D, Granjeaud S, Baldit M, Bernard K, Naquet P, Jordan BR: Differential gene expression in the murine thymus assayed by quantitative hybridization of arrayed cDNA clones. Genomics. 1995, 29: 207-216. 10.1006/geno.1995.1233.PubMedView ArticleGoogle Scholar
- GEO: GEO. 2006, [http://www.ncbi.nlm.nih.gov/projects/geo/]Google Scholar
- Tusher VG, Tibshirani R, Chu G: Significance analysis of microarrays applied to the ionizing radiation response. Proc Natl Acad Sci U S A. 2001, 98: 5116-5121. 10.1073/pnas.091062498.PubMed CentralPubMedView ArticleGoogle Scholar
- Sigenae: Sigenae. 2006, [http://www.sigenae.org]Google Scholar
- Gish W, States DJ: Identification of protein coding regions by database similarity search. Nat Genet. 1993, 3: 266-272. 10.1038/ng0393-266.PubMedView ArticleGoogle Scholar
- Swiss-Prot: Swiss-Prot. 2006, [http://www.expasy.org/sprot/]Google Scholar
- iHOP: iHOP. 2006, [http://www.ihop-net.org/UniPub/iHOP/]Google Scholar
- UniGene: UniGene. 2006, [http://www.ncbi.nlm.nih.gov/UniGene/]Google Scholar
- AmiGO: AmiGO. 2006, [http://amigo.geneontology.org/cgi-bin/amigo/go.cgi]Google Scholar
- Bobe J, Nguyen T, Jalabert B: Targeted gene expression profiling in the rainbow trout (Oncorhynchus mykiss) ovary during maturational competence acquisition and oocyte maturation. Biol Reprod. 2004, 71: 73-82. 10.1095/biolreprod.103.025205.PubMedView ArticleGoogle Scholar
This article is published under license to BioMed Central Ltd. This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/2.0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.