Full Length Research Paper
ABSTRACT
Recognized for its traditional roles, estrogen is ever-present in all vertebrates, regulates reproduction by binding and activating estrogen receptors (ERs), and also controls several functions of vertebrates, including reproductive immune, and central nervous systems. In order to access any other possible functions of the estrogen receptors in the development of the juvenile Hybrid grouper (Epinephelus fuscoguttatus â™€× Epinephelu polyphekadion ♂), full-length of ERs cDNA sequences were isolated and analyses were found to be 2391 bp for hgERα, 2626 bp for gERb1 and 2339 bp for hgERb2, respectively. The results of amino acid and phylogenetic analysis revealed that each hgER was grouped in consistent taxonomic groups of perciformes and demonstrated great evolutional conservation in functional domains. Real-time PCR examination discovered that the receptors expressed in all tissues examined, though, at a different level, the ERα mRNA level expressed higher than ERβ1, and ERβ2 in tissues examined. The ERα mRNA level of expression was found to be highest in the tissue of the heart, followed by muscle, and liver. The ERβ1 mRNA level was greatest in heart tissue, trailed by liver and muscle and ERβ2 was highest in the heart trailed by stomach and liver. The minimal expression was recorded in the kidney, the gill, and the brain for ERα, ERβ1, and ERβ2 respectively. These results put forward that steroid hormone estrogen receptors might be playing a significant part in the controlling of social behavior complexity, plasticity behavior, and the assessment of a gratifying inducement in Hybrid grouper.
Key words: Estrogen receptors, Real-time POR, tissue expression, hybrid grouper.
INTRODUCTION
Well known for its critical roles, Estrogen is known for regulation of reproduction through binding and activation of estrogen receptors (ERs) (Chen et al., 2011), some functions in vertebrates are also controlled by estrogen, for example; reproduction, the immune system, and the central nervous system (Bakker and Brock, 2010; McCarthy, 2010; Vasudevan and Pfaff, 2008). Several authors have researched the biological importance of estrogen in vertebrates including fish, mostly in regeneration (Hewitt and Korach, 2002; Wang, 2005). Two forms of estrogen receptors are reported in several vertebrates, ERα and ERβ, except, in teleost ï¬sh, where three models are detailed: ERα, ERβ1, and ERβ2. It seems that the ERαγ form in ï¬sh is genetically related to ERβ which might be due to gene duplication within the teleosts fish. Due to this result, ERβ and ERγ are named ERβ1 and ERβ2 (Katsu et al., 2011; Hawkins et al., 2000). According to Thornton (2001), the “ancestral condition for jawed vertebrates is considered to contain two forms of ER, corresponding to ERα and ERβ” (Katsu et al., 2010c). In mammals, two types of estrogen receptors are reported; examples are ï¬shes, birds, reptiles, and amphibians. As well established, the estrogen is the key steroid hormone (Chen et al., 2011) that regulates, differentiate and plays essential roles in “growth of oocyte maturation for female reproduction” (Diotel et al., 2018; Ni et al., 2013; Lassiter et al., 2002; Pepe et al., 2002; Pelletier et al., 2000), and also play a precarious role in controlling the survival of spermatogonia and development of mature “spermatogenesis for male reproduction” in vertebrates (Ni et al., 2013; Makinen et al., 2001; Ebling et al., 2000).
The physiological functions of estrogens are reportedly mediated through the “specific cell surface receptors - the estrogen receptors” (Fu et al., 2014; Mermelstein and Micevych, 2008; Beyer et al., 2003). It is therefore necessary to critically look at the physiological role played by the estrogen receptors. Available literature has proven that the superfamily of nuclear hormone receptors (Perrotti, 2017) of which estrogen receptors belongs to (Blumberg and Evans, 1998) have many characteristics in common, in which proteins of this superfamily can be grouped into six distinct domains. “A/B domain which has a transactivation function, the C domain which consists of two zinc finger motifs” and consists of eight cysteine residues are essential for DNA binding. They also have a “D area which is the hinge region and enables the protein to change its conformation” (Fu et al., 2014); there is also the E domain which has the possibility of being the domain of ligand-binding and that of the F domain whose function is not clearly understood (Fu et al., 2014; Todo et al., 1996). Other authors have reported the third ER subtype of estrogen receptors (ER-b2) in many species of teleost such as the Atlantic croaker (Wang et al., 2005; Hawkins et al., 2000), goldï¬sh (Ma et al., 2000), zebraï¬sh (Bardet et al., 2002; Menuet et al., 2002) and largemouth bass (Sabo-Attwood et al., 2004), this has proven that at “least three subtypes” of estrogen receptors exist in teleosts (Guo et al., 2017; Wang et al., 2005).
To advance understanding of molecular endocrinology of phylogenetically hybrid grouper fish and also provide further data on the “evolution of teleosts estrogen receptors”, estrogen receptors encoding cDNA sequences were sequestered and clones (Katsu et al., 2006) from juvenile hybrid grouper (Epinephelus fuscoguttatus â™€× Epinephelus polyphekadion ♂). Currently, little or no material information exist concerning estrogen receptors cloning and qPCR expression profile of hybrid grouper, hence, the objective of this study was to clone (Yu et al., 2008) the full length of juvenile hybrid grouper estrogen receptors and also studies their expression in the various tissues samples and analyzed the possible other roles played by the estrogen receptors in the development of the hybrid grouper fish. The data of this work could be helpful in researches intended at improving the production of hybrid grouper. Assessment of the resultant sequence data was done to determine their other possible role played by these receptors other than their traditional role of reproduction in vertebrates using COFACTOR server (Zhang et al., 2017) to analyze the Gene Ontology.
MATERIALS AND METHODS
Experimental fish
Groupers (Epinephelus spp) are teleosts, typical of them being “monandric protogynous hermaphrodites, meaning they mature as females” and can change sex after sexual maturity (Erisman et al., 2009; DeMartini et al., 2011). Hybrid grouper (Epinephelus fuscoguttatus × Epinephelus polyphekadion) is an essential aquaculture fish recently developed through cross-breeding to provide a new aquaculture strain (James et al., 1999). Interestingly, “the hybrid grouper (Epinephelus fuscoguttatus♀ × Epinephelus polyphekadion♂) mature as a male meaning it grows from female to male and can change sex after sexual maturity between the ages of 3-5 years” (Amenyogbe et al., 2019). It must be noted that the fish developed gonads at its maturity which makes the study in gonad impossible at this stage of the hybrid grouper. A cumulative of 3 “female hybrid juvenile grouper (3 - 4 month) were used for the experiment with an average body weighing 82.3 ± 4.32 g, together with the length of 13.73 ± 0.13 cm obtained from Guangdong, Hengxing Group Co.LTD., Guangdong Province” (Amenyogbe et al., 2019). “Live fish procedures followed the guidelines by Institutional Animal Care and the Fisheries and Aquaculture College, Laboratory of Fish Breeding, Guangdong Ocean University, China” (Amenyogbe et al., 2019). Tissue samples of “brain, heart, intestine, muscle, head, kidney, liver, stomach, gill, and spleen were immediately dissected, iced up, and kept at -80°C with liquid nitrogen until use”.
RNA isolation
The “total RNA from the brain, gill, liver, muscle, intestine, spleen, stomach, head, kidney and heart tissues of the hybrid grouper was extracted by the use of MiniBEST Universal RNA extraction kit (TransGen Biotech, China) and using Trizol reagent (Invitrogen) following the manufacturer´s instructions”. The “quality of total RNA was analyzed by the use of 1% agarose gel electrophoresis and UV spectrophotometry (Nandrop 2000, Thermo, USA)”.
Cloning of estrogen receptors (ERs)
To clone “a partial cDNA fragment of ERα, ERβ1, and ERβ2, primers, as shown in Table 1, were designed”. Primers were designed for amplification of hybrid grouper ERα, ERβ1, and ERβ2 gene coding sequences using the existing full-length sequences of Epinephelus coioides-estrogen receptor alpha -(GU721076.1); Acanthopagrus schlegelii-estrogen receptor alpha-(AY074780.1); Sparus aurata-estrogen receptor alpha-(AF136979.2) and Acipenser schrenckii-estrogen receptor alpha1-(AB435631.1) ; Epinephelus coioides estrogen receptor beta 1-(GU721077.1); Sparus aurata-receptor type beta1-(AF136980.1); Acanthopagrus schlegelii –estrogen receptor beta1-(AY074779.1), and Acipenser schrenckii-estrogen receptor beta1-(AB435633.1); Epinephelus coioides estrogen receptor beta2- (GU721078.1); Acanthopagrus schlegelii estrogen receptor beta 2-( EU346949.1) and Micropterus salmoides estrogen receptor beta2-( AY211021.1).
Primer 5 software was used to design primers (Table 1). cDNA synthesis was performed using the TRANSgen First-strand cDNA synthesis kit with a total volume of 20 μl of reaction mixture following the manufacturer’s guidelines. The partial cDNA fragments of ERs were “amplified from the first-strand cDNA from” a mix of the liver, heart, and brain tissues. The PCR reaction was performed in 20 μl volumes of the reaction mixture. The amplification was performed following reaction conditions, “94°C for 5 min, followed by 35 cycles for 30 s at 94°C, for 30 s at 58°C, for 35 s at 72°C and 10 min at 72°C”. The separation of PCR products was done by using electrophoresis, and the “DNA Bands were recycled and purified by the use of the SMART RACE cDNA purification Kit (Clontech, Palo Alto, CA)”. The “purified DNA portions were then subcloned into the pMD18-T vector (Takara, Japan) and converted into competent Escherichia coli DH5a cells”. A maximum of “three different positive clones each were selected and send to Sangon Biological engineering (Guangzhou) LTD”. for sequencing (Amenyogbe et al., 2019). To “clone 3Ò† and 5Ò† untranslated region (UTR) end of ERα, ERβ1 and ERβ2, two sense primers were designed depending on the partial cDNA sequence of ERα, ERβ1 and ERβ2 as shown in Table 1 using the SMART RACE cDNA Synthesis Kit (Clontech, Palo Alto, CA) according to the manufacturer’s guidelines”. A “clear fragment was purified, cloned, and sequenced using the same procedure as described earlier”.
3′ RACE was done in “both first and second amplification” using Amenyogbe et al. (2019) method. Additionally, “5′ RACE was carried out using the same procedures and methodologies that made use of reverse primers (Table 1) in place of sense primers”. “PCR amplification was done in a 15-µl volume of the reaction mixture” following Amenyogbe et al. (2019) method.
Sequence analysis
The “sequences of partial, 3′ and 5′
Tissue mRNA expression of ERs by qRT-PCR
The “mRNA levels of ERα, ERβ1, and ERβ2 in tissues were resolute by Real-time qRT-PCR” (Amenyogbe et al., 2019) in the liver, muscle, brain, stomach, spleen, intestine, gill, head kidney, kidney and heart using Transtar “Tip Green qPCR Supermix (TransGen Biotech, China)” the manufacturer´s instructions were followed, a Bio-Rad Connect (“Roche Light Cycler®96 SW1.1” Real-time Detection) in 10 ul reaction. We used β-actin as a control gene. The primers for ERα, ERβ1, and ERβ2 and β-actin were designed using primer5 designers (Table 1). The total mixture for the reaction for quantitative Real Time-
Statistical analysis
The data in this study were articulated as a means±SEM. The signiï¬cant differences in the data between ERs are presented using one-way ANOVA followed by Duncan’s posthoc test and a probability level less than 0.05 (P < 0.05) was used to indicate signiï¬cance. Also, the Independent samples T-test was also used, and the signiï¬cance level was set at P < 0.05. All statistical analysis were performed using SPSS 16.0 (SPSS, Chicago, IL, USA) (Cui et al., 2017).
RESULTS
Cloning and characterization of hybrid grouper ESRs
By the use of standard PCR procedures, the partial DNA fragments were augmented from Hybrid grouper (Epinephelus fuscoguttatus â™€× Epinephelus polyphekadion ♂) liver, heart, and brain RNA. The DNA fragment acquired, and sequence examination exhibited that the fragments had a resemblance to ERα, ERβ1, and ERβ2. The RACE technique was used “to clone full-length” of hybrid grouper ERα, ERβ1 and ERβ2 cDNAs with the following (GenBank accession no. MK575468, MK544841, and MK570511 for ERα, ERβ1, and ERβ2 respectively. The sequence analysis of cDNA for ERα show 621 amino acids and considered molecular mass 61.04 kDa and ERβ1 comprises 546 amino acids and a determined molecular mass 60.47 kDa, and ERβ2 show 244 amino acids and a determined molecular mass 27.49 kDa. The hybrid grouper ERs “sequence can be grouped into five domains based on its sequence identity to other species’ ERs” (Figure 2) as suggested by Katsu et al. (2010c). Amino acid sequences of hybrid grouper hgERα shared the identity of 42.3 and 40.3% with hgERβ1 and hgERβ2 respectively while hgERβ1 show the identity of 56.8% with hgERβ2. Hybrid grouper sequences of ERs equated with different species (Homo sapiens, Mus musculus, Epinephelus coioides, Dicentrarchus labrax, Oreochromis aureus, Sebastes schlegelii, Acanthopagrus latus and Sparus aurata), Hybrid grouper ERα shared 81.9-98.8, and 57.4-958% identities in the C, and E domains, respectively (Figure 1A). In contrast, Hybrid grouper ERβ1 shared 63.3-97.5, and 66.1-98.7% identities in the C, and E domains, respectively (Figure 1B) and hybrid grouper. The clone protein sequence of ERβ2 shared 22.9-75.2% identities in the E domains. Therefore, “C domain or DNA-binding domain and E domain or the ligand-binding domains” were conserved in all vertebrate ERs considered. The general identities of hybrid grouper ERα with ERα in (Homo sapiens, Mus musculus, E. coioides, D. labrax, and S. schlegelii) were 46.1, 46.6, 89.1, 88.3, and 90.2%, respectively, the overall identities of hybrid grouper ERβ1 with ERβ1 from the (Homo sapiens, Mus musculus, E. coioides, O. aureus, and S. schlegelii,) were 48.2, 48.3, 91.5, 79.0, and 85.7%, respectively. The overall identities of hybrid grouper ERβ2 with ERβ2 from the (Homo sapiens, Mus musculus, E. coioides, A. latus, and S. aurata) species were 44.9, 44.4, 74.5, 69.1 and 70.0% respectively. The phylogenetic analysis showed that each of these ERs belongs to ER superfamily (Figure 3).
The sequence alignments of ERs of different vertebrates including Hybrid grouper are demonstrated indicating the various domains. The Genbank accession numbers of ER sequences used are as same as ones used in the phylogenetic analysis. The MAPK, “P, and D-boxes from DBD”, cAMP, PKC, AF-2 are indicated by Elbow Double-Arrow connector. The down arrow indicates the eight “cysteine residues of the zinc-ï¬nger motif”. “A/B, B/C, C/D, D/E, and E/F” domains are marked with Double Arrows.
The phylogenetic examination was done using “Clustral W”. The different ER sequences obtained from the Genebank database. Genebank accession numbers of the sequences are: hybrid grouper ERα, MK575468; E. coioides ERα, ADK90033; D. labrax ERα, CAD43599; S. schlegelii ERα, ACN39246; Mus musculus-estrogen receptor isoform 1, NP_031982; Homo sapiens-estrogen receptor isoform 1, NP_000116; hybrid grouper ERβ1, MK544841; E. coioides ERβ1, ADK90034; O. aureus ERβ1, ACF75102; S. schlegelii ERβ1, ACN38898; Mus musculus-estrogen receptor beta isoform 2, NP_034287; Homo sapiens-estrogen receptor beta isoform 1,NP_001428 XP_495993; Hybrid grouper ERβ2, MK570511; E. coioides ERβ2, ADK90035; A. latus ERβ2, AEX68679; S. aurata ERβ2, CAE30471; Mus musculus, NP_034287 and Homo sapiens, NP_001258805. Where EFERbeta1- hybrid grouper ERβ1, SsERbeta1- S. schlegelii ERβ1, OgERbeta1- E. coioides ERβ1, mOUSEERb1- Mus musculus, ToERbeta1- O. aureus, SaERbeta2- S. aurata ERβ2, EcERa- E. coioides ERα, mouERb2- Mus musculus, DIERa- D. labrax ERα, HgERa-hybrid grouper ERα, SCERa- S. schlegelii ERα, AlERbeta2- A. latus ERβ2, humanERb1- Homo sapiens, HuERb2- Homo sapiens, HgERbeta2-hybrid grouper ERβ2, MmER1- Mus musculus and HsER1- Homo sapiens.
Gene expression
While at a different level, hybrid grouper estrogen receptors (hgERs) were expressed in all tissues samples that were studied. The hgERα expression level was found to be highest in the heart among the ten tissues examined, followed by the muscle. The hgERβ1 was noticeably paramount also in the heart, followed by the liver. The hgERβ2 expressed most profoundly in the liver, followed by the stomach. Generally, the highest mRNA expression levels of hgERα, hgERβ1 and hgERβ2 were all found in the heart. There was a substantial difference between the expression in the heart and liver and other samples as shown in Figure 4a, b, and c. All hybrid grouper ERs studied were expressed in all tissues samples examined, although at different levels. Interestingly, hgERα expressed relatively higher in all tissues as compared to the hgERβ1 and hgERβ2.
Physiochemical properties and sequence analysis
Scrutiny of the physical and chemical possessions of the ERα sequence revealed the “molecular structural formula” of ERα to be C2663H4209N759O802S42 “with a total atom number” of 8475. ERα has theoretically “predicted ion isoelectric value” of 8.19 and instability index of 65.10, classifying it as an unstable protein “with the molecular weight” of 68.40 kDa. While the scrutiny of the physical and chemical possessions of the ERβ1 sequence revealed the “molecular structural formula” of ERβ1 to be C2632H4203N763O783S44 “with a total atom number” of 8425. ERβ1 has a “theoretical predicted ion isoelectric value” of 8.03 and instability index of 70.10, classifying it as an unstable protein with “molecular weight” of 60.47 kDa. On the other hand, the physical and chemical possessions of the ERβ2 sequence revealed the “molecular structural formula of ERβ1” to be C1224H1929N329O356S17 with a “total atom number” of 3855. ERβ2 has “theoretically predicted ion isoelectric value” of 5.18 and instability index of 56.76, classifying it as an unstable protein “with the molecular weight” of 27.49 kDa.
Amino acid composition and protein secondary structure
The “molecular examinations of the amino acid sequence of ERα showed that the protein contained 162 hydrophobic residues” (25.049%), 61 “acidic residues” (10.92%), 67 basic residues (14.27%) and 193 “polar amino acids” (30.06%). Aliphatic catalogue and “a grand average of the hydropath city (GRAVY) of growth was 70.73 and −0.403, correspondingly”. The total quantity of “a negatively charged residue (Asp and Glu) was 56, and the total number of positively charged residues (Arg and Lys) was 60”. The examination of “amino acid sequence of ERβ1 indicated that the protein contained 163 hydrophobic residues (29.02%), 53 acidic residues (10.78%), 56 basic residues (13.44%) and 152 polar amino acids (26.63%). Aliphatic catalogue and grand average of hydropath city (GRAVY) of growth were 81.25 and −0.309, correspondingly”. The total quantity of “a negatively charged residue (Asp and Glu) was 53, and the total number of positively charged residues (Arg and Lys) was 56”. Molecular “analysis of the amino acid sequence” of ERβ2 contained 84 hydrophobic residues (33.61%), 34 acidic residues (15.41%), 21 basic residues (10.91%) and 50 polar amino acids (20.01%). Aliphatic catalogue and grand average of hydropath city (GRAVY) of growth were 91.93 and −0.223, respectively. The total quantity of “a negatively charged residue (Asp and Glu) was 34, and the total number of positively charged residues (Arg and Lys) was 21”.
Predicted Gene Ontology analysis of hybrid grouper estrogen receptors using COFACTOR software
Using COFACTOR server to analyze Gene Ontology, two main functions were identified; namely, biological process and molecular function with Estrogen receptor mRNAs regulation relationships in the development of hybrid grouper by the GO. It has been found that the hybrid grouper “regulated by estrogen receptor alpha” is involved in many biological processes, including “biological regulation, regulation of biological process, regulation of macromolecule metabolic process, regulation of gene expression, positive regulation of biological process, regulation of cellular process, positive regulation of gene expression, regulation of transcription”, DNA-templated, positive regulation of cellular process, positive regulation of transcription, DNA-templated, cellular process, regulation of transcription from RNA polymerase II promoter, positive regulation of transcription from RNA polymerase II promoter, organic substance metabolic process, response to stimulus, primary metabolic process, single-organism process, cellular metabolic process, organic substance biosynthetic process, developmental process etc (Figure 5a). Additionally, it also has molecular functions which includes, organic cyclic compound binding, signal transducer activity, transcription factor activity, sequence-specific DNA binding, signaling receptor activity, nucleic acid binding, DNA binding, RNA polymerase II transcription factor activity, sequence-specific DNA binding, transcription factor activity, direct ligand regulated sequence-specific DNA binding, sequence-specific DNA binding, RNA polymerase II transcription factor activity, ligand-activated sequence-specific DNA binding, steroid hormone receptor activity, transcription regulatory region DNA binding, transcription regulatory region sequence-specific DNA binding, ion binding, estrogen receptor activity, zinc ion binding and core promoter sequence-specific DNA binding (Figure 5b). Added to this are the presence of cellular function (Figure 5c), predicted ligand binding sites (Figure 5d) and predicted Enzyme commissions (Figure 5e).
Furthermore, it has revealed that the hybrid grouper regulated by estrogen receptor beta1 is also involved in many biological processes that includes, regulation of biological process, regulation of macromolecule metabolic process, regulation of gene expression, positive regulation of biological process, regulation of cellular process, positive regulation of gene expression, regulation of transcription, DNA-templated, positive regulation of cellular process, positive regulation of transcription, DNA-templated, cellular process, regulation of transcription from RNA polymerase II promoter, positive regulation of transcription from RNA polymerase II promoter, metabolic process, organic substance metabolic process, primary metabolic process, cellular metabolic process, organic substance biosynthetic process, organic cyclic compound metabolic process etc (Figure 6a). In addition, it has molecular functions which include, organic cyclic compound binding, signal transducer activity, transcription factor activity, sequence-specific DNA binding, receptor activity, signaling receptor activity, RNA polymerase II transcription factor activity, sequence-specific DNA binding, nucleic acid binding and DNA binding (Figure 6b). Other functions such as cellular function (Figure 6c), predicted enzyme commissions (Figure 6d) and predicted ligand binding sites (Figure 6e).
In a similar functions, the study revealed that the hybrid grouper regulated by estrogen receptor beta2 in many biological processes, including regulation of biological process, organic cyclic compound biosynthetic process, primary metabolic process, cellular process, regulation of gene expression, regulation of cellular process, positive regulation of biological process, positive regulation of gene expression, RNA biosynthetic process, regulation of cellular metabolic process, regulation of transcription, DNA-templated, positive regulation of transcription, DNA-templated, single-organism process, regulation of transcription from RNA polymerase II promoter, positive regulation of transcription from RNA polymerase II promoter, response to stimulus, transcription initiation from RNA polymerase II promoter, signal transduction, developmental process, anatomical structure development, single-organism cellular process etc (Figure 7a). Additionally, it has molecular functions which includes, organic cyclic compound binding, signal transducer activity, heterocyclic compound binding, ion binding, metal ion binding, transition metal ion binding, transcription factor activity, sequence-specific DNA binding, receptor activity, signaling receptor activity, nucleic acid binding, RNA polymerase II transcription factor activity, sequence-specific DNA binding, DNA binding, steroid hormone receptor activity, transcription factor activity, direct ligand regulated sequence-specific DNA binding, zinc ion binding, and RNA polymerase II transcription factor activity, ligand-activated sequence-specific DNA binding (Figure 7b). Other functions such as cellular function (Figure 7c), predicted enzyme commissions (Figure 7d) and predicted ligand binding sites (Figure 7e).
DISCUSSION
Estrogen receptors play very important traditional roles in the development of the reproductive system in vertebrates mostly in gonads and testis. Understanding and pinpointing the dissemination of ERs in hybrid grouper will help in understanding the possible other roles of estrogen in hybrid grouper development. Consequently, to our knowledge and understanding, there has been no study of the expression or the role of the ER in juvenile hybrid grouper a fish that has not developed gonads or testis yet. Estrogen is known traditionally to have a multiplicity of physiological functions and is tangled in regulating vertebrate metabolism, reproduction, cell proliferation, differentiation and inflammation through cellular machinery (estrogen receptors) required to warrant that estrogen executes these functions. Reproduction “activities in vertebrates, such as gonadal differentiation, maturation of the female reproductive tract, and procreative behaviors” are all associated with estrogen (Moore et al., 2005; Iguchi et al., 2001; McLachlan, 2001). In vertebrates, “estrogens seem to persuade both genomic and non-genomic cellular actions through the nuclear and perhaps G-coupled membrane receptors” (Moore et al., 2005; Iguchi et al., 2001; McLachlan, 2001). In 1990, the rainbow trout ER full-length sequence was reported in fish (Katsu et al., 2010c; Bjornstrom and Sjoberg, 2005). Ever since several other sequences have been recounted for teleost fishes, and three different types of ERs have been sequestered to date in a teleost (Katsu et al., 2010c; Hawkins et al., 2000).
In this study, full-length cDNA “sequences of distinctive ERα, ERβ1, and ERβ2” were cloned (Hu et al., 2018) from the juvenile hybrid grouper and characterized using PCR and the position of expressed ERs in the various tissues were examined. Hence, the prospective role of ERs in juvenile hybrid grouper development can be implicit. Upon aligning the amino acid sequence of the gene and sequences from different fish species, it has been found that the cDNA sequence of hybrid grouper estrogen receptors and their deduced amino acid sequence replicated a high degree of homology with the ERs homologs recognized from other animals and also the ERα and ERβ1 of juvenile hybrid grouper consist of well-known A/B, C, D, E and F molecular domains (Figure 2). This is an indication that this newly isolated cDNA encoded the hybrid grouper ERs protein.
Compared to other teleost fish, the A/B domain of the juvenile hybrid grouper ERα, and ERβ1, the C and E domains were less conserved (Ding et al., 2016). It was also noted that the “phosphorylation sites known by mitogen-activated protein kinase (MAPK) were existent in the A/B domain of ERα and ERβ1”, an indication that ERα and ERβ1 may influence the activation of MAPK pathway (Kato et al., 1995; Ding et al., 2016). It has also been noted that the AF-2 Activation domain (DLLLEML) occurred between amino acid residues 535 and 549 of the LBD domain, indicating that transcriptional activity was dependent on ligand binding (Ding et al., 2016; Kumar et al., 1987).
The hybrid grouper ERs genes shared high ranks of protein distinctiveness between the “DNA-binding domains” and contained the conserved motifs and elements believed to be essential for specific nuclear localization and command for target genes (Cui et al., 2017; Hall et al., 2002). There was also the reasonable uniqueness in the area called E/F domains or ligand-binding domains of the estrogen receptors which may be accountable “in part for the ligand-speciï¬city and the different” answers to estrogen (Cui et al., 2017; Danielian et al., 1992; Kumar et al., 1987). The “ligand-binding domain”, the AF-2 which is the “estrogen-dependent activation domains” were also observed to be conserved, indicating the similarity with other ï¬shes, including Scatophagus argus, E. coioides, and S. schlegelii (Cui et al., 2017; Chen et al., 2011; Kim et al., 2003). Accepted functional sites of the protein for hgERs exhibited consistency with ERs. It is observed that the following domains “cysteine residues for two zinc fingers, P-box, D-box, and a cAMP site in the DBD domain, an AF-2 site, and a PKC phosphorylation site in the LBD domain” are conserved in hgERs (Figure 2). According to Mu et al. (2013), P- and D-boxes are shown to be crucial for DNA-binding. The importance of “PKC sites in all ERs” publicized by Härd and Gustafsson (1993) in which the initiation of PKC noticeably improves “ER-mediated transcriptional activation in a ligand-dependent manner” (Fu et al., 2008). The recognized A/B domain which contains the MAPK phosphorylation site was also observed to be conserved in the ERα subtype in sequence and position, as noted by others (Kato et al., 1995; Cho and Katzenellenbogen, 1993). Socorro et al. (2000) reported that the MAPK pathway could influence the “ligand-independent transcriptional activity of ER in both mammalian ERα and ERβ” (Fu et al., 2008).
While increasing literature exists on a phylogeny for numerous vertebrate steroid receptors (Howarth et al., 2008; Bury and Strum, 2007; Pakdel et al., 1990), scarce literature is available on hybrid species. Our study enhances essential material in this catalog. The analysis of sequences showed that two ERs protein sequences made up of the unique domain structures for NR superfamily while the hgERβ2 demonstrated the difference (Hu et al., 2006) slightly. A cautious examination of the phylogenetic tree discovered that this is in agreement with the case for ERs. At least “three sub-clusters of ERs were found in juvenile hybrid grouper even though maximally two ERs subtypes were isolated in many species” (Wang et al., 2005). The two ER-b subforms were reported in species of teleosts, such as the “Atlantic croaker, the Nile tilapia, and fugu, though not distributed in the same two sub-clusters as did the two ER-bs from zebraï¬sh and goldï¬sh” (Wang et al., 2005). An indication that “at least one of the two ER-b subtypes in the tilapia, Atlantic croaker, and fugu, tilapia-fugu ER-b2 clade has a diverse source from those of the zebraï¬sh and goldï¬sh, zebraï¬sh ER-b1 clade” (Wang et al., 2005; Robinson-Rechavi et al., 2001b). It is possible that two consecutive lineage-speciï¬c replications might have transpired independently. Together they “took place after the divergence of teleosts”. It is possible “the former took place only in zebraï¬sh lineage, and the latter” transpired in the other teleosts deprived of the zebraï¬sh lineage. The findings of the present study backed the proposition that most replicas of “ï¬sh genes arose more recently than the divergence of major ï¬sh groups” (Wang et al., 2005; Robinson-Rechavi et al., 2001b).
Examination of the tissue distribution of ERα, ERβ1, and ERβ2 offers comprehension into the prospective for targeting speciï¬c tissues. In the present research, we examined the expression configuration of ERs that is ERα, ERβ1 and ERβ2 mRNA in diverse tissues of juvenile hybrid grouper. The study revealed that ERs was expressed in all tissues of juvenile hybrid grouper examined. In goldfish, gilthead seabream and gilthead seabream the estrogen receptors were found to express mainly in gonads, but the overall expression in heart, liver, stomach, muscle intestine and head kidney showed largely corresponding expression patterns in hybrid grouper (Kato et al., 1995), the profiles of hgERs expression are similar to previously reported in tissue samples that were studied for all ERs in sea bass, with similar echelons among tissues (Lannigan, 2003) indicating possible similar function in hybrid grouper. The analysis of tissue expression in various tissue samples discovered all the three estrogen receptors expressed widely in hybrid grouper tissues which are in agreement with results from other studies (Cui et al., 2017; Cheng et al., 2015; Chen et al., 2011; Filby and Tyler, 2005; Halm et al., 2004; Kim et al., 2003) with the highest expression level in the heart contrary to study in goldfish which reported that ERα mRNA expression level was highest in the pituitary gland (Choi and Habibi, 2003). The expression of three estrogen receptors at differential expression configurations in tissues indicates that they might have diverse physiological roles. The hybrid grouper ERs gene was found to be highest in the heart but significantly lower in the kidney. Studies on S. aurata reported that ERα was expressed mainly in the liver and pituitary gland (Ding et al., 2016; Pinto et al., 2006), in partial agreement with the present study, whilst Oreochromis mykiss ERα and ERβ1 was found to expressed highest in the lever (Nagler et al., 2007). Altogether, the three estrogen receptors expressed highly in the heart, muscle, and liver, which suggests all of them, may be involved in growth and reproduction regulation in hybrid grouper (Epinephelus fuscoguttatus â™€× Epinephelus polyphekadion ♂). The ERs expression levels were comparatively high in the heart of ERα, ERβ1, and ERβ2. Even though ERs expressed in the liver, and the manifestation levels were low, this is a contradiction to other studies. This finding was contrary to the expression patterns of ERs in goldfish, S. aurata, and O. mykiss. The reason for these occurrences is not readily known and further study is necessary to elucidate the implications.
CONCLUSIONS
This study established the actuality of three estrogen receptors in juvenile hybrid grouper and demonstrated that ER-alpha, ER-beta1 and ER-beta2 are expressed throughout all tissues which implies that estrogen through these receptors may be responsible for the regulations of physiological and pathological functions in Hybrid grouper. The copious expression of hybrid grouper ERs advocates a broad expression pattern as in mammalian ERs. These results put forward that steroid hormone estrogen receptors might be playing a significant part in the controlling of social behavior complexity, plasticity behavior, and the assessment of a gratifying inducement in Hybrid grouper. Based on this study, further study is necessary to elucidate the effect of ERs in developmental stages.
There is also need for research of the spatial configurations of ER-transcript expression in adult hybrid grouper tissues and also further dichotomization of the part estrogen receptors might be playing in regulating the incredible malleability of social behavior within hybrid grouper.
FUNDING
This exertion is supported by the China Agriculture research system (
CONFLICT OF INTERESTS
The authors have not declared any conflict of interests.
REFERENCES
Amenyogbe E, Chen G, Wang Z (2019). Identification, characterization, and expressions profile analysis of growth hormone receptors (GHR1 and GHR2) in Hybrid grouper (Epinephelus fuscoguttatus ♀ × Epinephelus polyphekadion♂). Genomics Crossref |
||||
Bakker J, Brock O (2010). Early estrogens in shaping reproductive networks: Evidence for a potential organizational role of oestradiol in female brain development. Journal of Neuroendocrinology 22:728-735. Crossref |
||||
Bardet PL, Horard B, Robinson-Rechavi M, Laudet V, Vanacker JM. (2002). Characterization of oestrogen receptors in zebraï¬sh (Danio rerio). Journal of Molecular Endocrinology 28:153-163. Crossref |
||||
Beyer C, Pawlak J, Karolczak M (2003). Membrane receptors for estrogen in the brain. Journal of Neurochemical 87:545-550. Crossref |
||||
Bjornstrom L, Sjoberg M (2005). Mechanisms of estrogen receptor signaling: convergence of genomic and non genomic actions on target genes. Molecular Endocrinology 19:833-842 Crossref |
||||
Blumberg B, Evans RM (1998). Orphan nuclear receptors - new ligands and new possibilities. Genes Development 12:3149-3155. Crossref |
||||
Bury NR, Strum A (2007). Evolution of the corticosteroid receptor signaling pathway in fish. General and comparative endocrinology 153:47-56. Crossref |
||||
Chen H, Zhang Y, Li S, Lin M, Shi Y, Sang Q, Liu M, Zhang H, Lu D, Meng Z, Liu X, Lin H (2011). Molecular cloning, characterization and expression proï¬les of three estrogen receptors in protogynous hermaphroditic orange-spotted grouper (Epinephelus coioides). General and comparative endocrinology 172(3):371-381. Crossref |
||||
Cheng YY, Tao WJ, Chen JL, Sun LN, Zhou LY, Song Q, Wang DS (2015). Genome-wide identiï¬cation, evolution and expression analysis of nuclear receptor superfamily in Nile tilapia, Oreochromis niloticus. Gene 569(1):141-152. Crossref |
||||
Cho H, Katzenellenbogen BS (1993). Synergistic activation of estrogen receptor-mediated transcription by estradiol and protein kinase activators. Molecular Endocrinology 7:441-452. Crossref |
||||
Choi CY, Habibi HR (2003). Molecular cloning of estrogen receptor alpha and expression pattern of estrogen receptor subtypes in male and female goldfish. Molecular and cellular endocrinology 204:169-177. Crossref |
||||
Cui XF, Zhao Y, Chen HP, Deng SP, Jiang DN, Wu TL, Zhu CH, Li GL (2017). Cloning, expression and functional characterization on vitellogenesis of estrogen receptors in Scatophagus argus. General and Comparative Endocrinology 246:37-45 Crossref |
||||
Danielian PS, White R, Lees JA, Parker MG (1992). Identiï¬cation of a conserved region required for hormone-dependent transcriptional activation by steroid hormone receptors. EMBO J. 11(3):1025-1033. Crossref |
||||
DeMartini EE, Everson AR, Nichols RS (2011). Estimates of body size at maturation and sex change, and the spawning seasonality and sex ratio of the endemic Hawaiian grouper (Hyporthodus quernus, f. Epinephelidae). Fishery Bulletin 109:123-134. | ||||
Ding W, Cao L, Bing Z, Zhao X, Fazhen Z (2016). Molecular characterization and expression profile of the estrogen receptor α gene during different reproductive phases in Monopterus albus. Scientific Reports 6:27924. Crossref |
||||
Diotel N, Charlier TD, Lefebvre d'Hellencourt C, Couret D, Trudeau VL, Nicolau JC, Pellegrini E (2018). Steroid Transport, Local Synthesis, and Signaling within the Brain: Roles in Neurogenesis, Neuro protection and Sexual Behaviors. Frontiers in Neuroscience 12. Crossref |
||||
Ebling F, Brooks AN, Cronin AS, Ford H, Kerr JB (2000). Estrogenic induction of spermatogenesis in the hypogonadal mouse. Endocrinology 141:2861-2869. Crossref |
||||
Erisman BE, Craig MT, Hastings PA (2009). A phylogenetic test of the size-advantage model: Evolutionary changes in mating behavior influence the loss of sex change in a fish lineage. American Naturalist 174:83-99. Crossref |
||||
Filby AL, Tyler CR (2005). The Molecular characterization of estrogen receptors 1, 2a, and 2b and their tissue and ontogenic expression proï¬les in fathead minnow (Pimephales promelas). Biology of Reproduction 73(4):648-662. Crossref |
||||
Fu KY, Chen CY, Lin CT, Chang WM (2007). Molecular cloning and tissue distribution of three estrogen receptors from the cyprinid fish Varicorhinus barbatulus. Journal of Comparative Physiology B 178(2):189-197. Crossref |
||||
Fu M, Xiong X, Lan D, Li J (2014). Molecular Characterization and Tissue Distribution of Estrogen Receptor Genes in Domestic Yak. Asian-Australian Journal of Animal Science 27(12):1684-1690. Crossref |
||||
Guo Y, Wang Q, Li G, He M, Tang H, Zhang H, Lin H (2017). Molecular mechanism of feedback regulation of 17β-estradiol on two kiss genes in the protogynous orange-spotted grouper (Epinephelus coioides). Molecular Reproduction and Development 84(6):495-507. Crossref |
||||
Hall JM, McDonnell DP, Korach KS (2002). Allosteric regulation of estrogen receptor structure, function, and coactivator recruitment by different estrogen response elements. Molecular Endocrinology 16(3):469-486. Crossref |
||||
Halm S, Martinez-Rodriguez G, Rodriguez L, Prat F, Mylonas CC, Carrillo M, Zanuy S (2004). Cloning, characterization and expression of three estrogen receptors (ERalpha, ERbeta1, and ERbeta2) in the European sea bass, Dicentrarchus labrax. Molecular Cell Endocrinology 223:63-75. Crossref |
||||
Härd T, Gustafsson JA (1993). Structure and function of the DNA-binding domain of the glucocorticoid receptor and other members of the nuclear receptor supergene family. Accounts of Chemical Research 26:644-650. Crossref |
||||
Hewitt SC, Korach KS (2002). Estrogen receptors: structure, mechanisms, and function. Reviews in Endocrine and Metabolic Disorders 3:193-200. Crossref |
||||
Howarth DL, Law SHW, Barnes B, Hall JM, Hinton DE, Moore L, Maglich JM, Moore JT, Kullman SW (2008). Paralogous vitamin D receptors in teleosts: the transition of nuclear receptor function. Endocrinology 149:2411-2422. Crossref |
||||
Hu P, Meng Z, Jia Y (2018). Molecular characterization and quantification of estrogen receptors in turbot (Scophthalmus maximus ). General and Comparative Endocrinology 257:38-49. Crossref |
||||
Hu X, Funder JW (2006). The evolution of mineralocorticoid receptors. Molecular Endocrinology 20:1471-1478 Crossref |
||||
Iguchi T, Watanabe H, Katsu Y (2001). Developmental effects of estrogenic agents on mice, fish and frogs: a mini-review. Horm Behav 40:248-251. Crossref |
||||
James CM, Al-Thobaiti SA, Rasem BM, Carlos MH (1999). Potential of Grouper Hybrid (Epinephelus fuscoguttatus x E. polyphekadion) for aquaculture. Naga, the ICLARM Quarterly 22(1):19-23. | ||||
Kato S, Endoh H, Masuhiro Y, Kitamoto T, Uchiyama S, Sasaki H, Masushige S, Gotoh Y, Nishida E, Kawashima H, Metzger D, Chambon P (1995). Activation of the estrogen receptor through phosphorylation by mitogen-activated protein kinase. Science 270:1491-1494. Crossref |
||||
Katsu Y, Kohno S, Narita H, Urushitani H, Yamane K, Hara A, Clauss TM, Walsh MT, Miyagawa S, Guillette LJ Jr, Iguchi T (2010c). Cloning and functional characterization of Chondrichthyes, cloudy catshark, Scyliorhinus torazame and whale shark, Rhincodon typus estrogen receptors. General and Comparative Endocrinology 168:496-504. Crossref |
||||
Katsu Y, Kohno S, Oka T, Mitsui N, Tooi O, Santo N, Iguchi T (2006). Molecular cloning of estrogen receptor alpha (ERα; ESR1) of the Japanese giant salamander, Andrias japonicus. Molecular and Cellular Endocrinology 257-258:84-94. Crossref |
||||
Katsu Y, Lange A, Miyagawa S, Urushitani H, Tatarazako N, Kawashima Y, Iguchi T (2011). Cloning, expression and functional characterization of carp, Cyprinus carpio, estrogen receptors and their differential activations by estrogens. Journal of Applied Toxicology 33(1):41-49. Crossref |
||||
Kim K, Thu N, Saville B, Safe S (2003). Domains of estrogen receptor alpha (ERalpha) required for ERalpha/Sp1-mediated activation of GC-rich promoters by estrogens and antiestrogens in breast cancer cells. Molecular Endocrinology 17(5):804-817. Crossref |
||||
Kumar V, Green S, Stack G, Berry M, Jin JR, Chambon P (1987). Functional domains of the human estrogen receptor. Cell 51(6):941-951. Crossref |
||||
Lannigan DA (2003). Estrogen receptor phosphorylation. Steroids 68:1-9. Crossref |
||||
Lassiter CS, Kelley B, Linney E. (2002). Genomic structure and embryonic expression of estrogen receptor beta an (ER-beta a) in zebraï¬sh (Danio rerio). Gene 299:141-151. Crossref |
||||
Livak KJ, Schmittgen TD (2001). Analysis of relative gene expression data using real-time quantitative PCR and the 2−ΔΔCt Method. Methods 25:402-408. Crossref |
||||
Ma CH, Dong KW, Yu KL (2000). cDNA cloning and Tissue Distribution of a novel estrogen receptor beta-subtype in goldfish (Carassius auratus). Biochimica et Biophysica Acta (BBA)-Gene Structure and Expression 1490(1-2):145-152. Crossref |
||||
Marchler-Bauer AS, Lu JB, Anderson F, Chitsaz MK, Derbyshire C, DeWeese-Scott JH, Fong LY, Geer RC, Geer NR, Gonzales M, Gwadz DI, Hurwitz JD, Jackson Z, Ke CJ, Lanczycki F, Lu GH, Marchler M, Mullokandov MV, Omelchenko CL, Robertson JS, Song N, Thanki RA, Yamashita D, Zhang N, Zhang C, Zheng SH, Bryant CDD (2011). A Conserved Domain Database for the functional annotation of proteins, Nucleic Acids Research 39:D225-D229. Crossref |
||||
Hawkins MB, Thornton JW, Crews D, Skipper JK, Dotte A, Thomas P (2000). Identification of a third estrogen receptor and reclassification of estrogen receptors in teleosts. Proceedings of the National Academy of Sciences 97.20 (2000):10751-10756. Crossref |
||||
McCarthy M (2010). How it's made: organizational effects of hormones on the developing brain. Journal of Neuroendocrinology 22:736-742. Crossref |
||||
McLachlan JA (2001). Environmental signaling: what embryos and evolution teach us about endocrine-disrupting chemicals. Endocrine Reviews 22(3):319-341. Crossref |
||||
Menuet A, Pellegrini E, Anglade I, Blaise O, Laudet V, Kah O, Pakdel F (2002). Molecular Characterization of Three Estrogen Receptor Forms in Zebrafish: Binding Characteristics, Transactivation Properties, and Tissue Distributions1. Biology of Reproduction 66(6):1881-1892. Crossref |
||||
Mermelstein PG, Micevych PE (2008). Nervous system physiology regulated by membrane estrogen receptors. Reviews in the Neurosciences 19(6):413-424. Crossref |
||||
Moore FL, Boyd SK, Kelley DB (2005). Historical perspective: hormonal regulation of behaviors in amphibians. Hormonal Behavior 48:373-383. Crossref |
||||
Mu WJ, Wen HS, Shi D, Yang YP (2013). Molecular cloning and tissue distribution analysis of estrogen receptor betas (ERb1 and ERb2) during gonad development in the Korean rockï¬sh, Sebastes schlegeli. Genetic 523(1):39-49. Crossref |
||||
Nagler JJ, Cavileer T, Sullivan J, Cyr DG, Rexroad C (2007). 3rd. The complete nuclear estrogen receptor family in the rainbow trout: discovery of the novel ERalpha2 and both ERbeta isoforms. Gene 392:164-173. Crossref |
||||
Ni J, Zeng Z, Ke C (2013). Sex steroid levels and expression patterns of estrogen receptor gene in the oyster Crassostrea angulata during reproductive cycle. Aquaculture 376:105-116. Crossref |
||||
Pakdel F, Le Gac F, Le Goff P, Valotaire Y (1990). Full-length sequence and in vitro expression of rainbow trout estrogen receptor cDNA. Molecular Cell Endocrinology 71:195-204 Crossref |
||||
Pelletier G, Labrie C, Labrie C (2000). Localization of estrogen receptor a, estrogen receptor b and androgen receptors in the rat reproductive organs, J. Endocrinology 165:359-370. Crossref |
||||
Pepe GJ, Billiar RB, Leavitt MG, Zachos NC, Gustafsson J, Albrecht ED (2002). Expression of estrogen receptors a and b in the baboon fetal ovary. Biology of Reproduction 66:1054-1060. Crossref |
||||
Perrotti LI (2017). Estrogen and Progesterone Receptor Signaling and Action. Gene Regulation, Epigenetics and Hormone Signaling pp. 329-354. Crossref |
||||
Pinto PI, Passos AL, Martins Deborah MPRS, Canario AV (2006). Characterization of estrogen receptor betab in sea bream (Sparus auratus): phylogeny, ligand-binding, and comparative analysis of expression. General and Comparative Endocrinology 145:197-207, Crossref |
||||
Robinson-Rechavi M, Marchand O, Escriva H, Laudet V (2001b). An ancestral whole-genome duplication may not have been responsible for the abundance of duplicated ï¬sh genes. Current Biology 11(12):R458-R459. Crossref |
||||
Makinen S, Makela Z, Weihua M, Warner B, Rosenlund S, Salmi O, Hovatta JK, Gustafsson (2001). Localization of estrogen receptors alpha and beta in human testis, Molecular Human Reproduction 7:497-503. Crossref |
||||
Sabo-Attwood T, Kroll KJ, Denslow ND (2004). Differential expression of largemouth bass (Micropterus salmoides) estrogen receptor isotypes alpha, beta, and gamma by estradiol. Molecular and Cellular Endocrinology 218(1-2):107-118. Crossref |
||||
Socorro S, Power DM, Olsson PE, Canario AV (2000). Two estrogen receptors expressed in the teleost fish, Sparus aurata: cDNA cloning, characterization, and tissue distribution. Journal of Endocrinology 166:293-306. Crossref |
||||
Tamura K, Stecher G, Peterson D, Filipski A, Kumar S (2013). MEGA6: molecular evolutionary genetics analysis version 6.0. Molecular Boilogy of Evolution 30:2725-2729. Crossref |
||||
Thornton JW (2001). Evolution of vertebrate steroid receptors from an ancestral estrogen receptor by ligand exploitation and serial genome expansions, Proceedings of the National Academy of Sciences 98(10):5671-5676. Crossref |
||||
Todo T, Adachi S, Yamauchi K (1996). Cloning and characterization of Japanese eel estrogen receptor cDNA. Molecular and Cellular Endocrinology 119:37-45. Crossref |
||||
Vasudevan N, Pfaff DW (2008). Non-genomic engagements of estrogens and their interaction with genomic actions in the brain. Front Neuroendocrinology 29:238-257. Crossref |
||||
Wang DS, Senthilkumaran B, Sudhakumari CC, Sakai F, Matsuda M, Kobayashi T, Nagahama Y (2005). Molecular cloning, gene expression and characterization of the third estrogen receptor of the Nile tilapia, Oreochromis niloticus. Fish Physiology and Biochemistry 31(2-3): 255-266. Crossref |
||||
Wang PH (2005). Role of sex hormone receptors in ovulation. Taiwan Journal of Obstetric Gynecology 44:16-25. Crossref |
||||
Yu JH, Tang YK, Li JL (2008). Cloning, Structure, and Expression Pattern of the P-450 Aromatase Gene in Rice Field Eel (Monopterus albus). Biochemical Genetics 46(5-6):267-280. Crossref |
||||
Zhang C, Freddolino PL, Zhang Y (2017). COFACTOR: Improved protein function prediction by combining structure, sequence, and protein-protein interaction information. Nucleic acids research, Crossref |
Copyright © 2024 Author(s) retain the copyright of this article.
This article is published under the terms of the Creative Commons Attribution License 4.0