- Open Access
In silico characterization and Molecular modeling of double-strand break repair protein MRE11 from Phoenix dactylifera v deglet nour
© Rekik et al. 2015
- Received: 22 April 2015
- Accepted: 26 August 2015
- Published: 5 November 2015
DNA double-strand breaks (DSBs) are highly cytotoxic and mutagenic. MRE11 plays an essential role in repairing DNA by cleaving broken ends through its 3′ to 5′ exonuclease and single-stranded DNA endonuclease activities.
The present study aimed to in silico characterization and molecular modeling of MRE11 from Phoenix dactylifera L cv deglet nour (DnMRE11) by various bioinformatic approaches. To identify DnMRE11 cDNA, assembled contigs from our cDNA libraries were analysed using the Blast2GO2.8 program.
The DnMRE11 protein length was 726 amino acids. The results of HUMMER show that DnMRE11 is formed by three domains: the N-terminal core domain containing the nuclease and capping domains, the C-terminal half containing the DNA binding and coiled coil region. The structure of DnMRE11 is predicted using the Swiss-Model server, which contains the nuclease and capping domains. The obtained model was verified with the structure validation programs such as ProSA and QMEAN servers for reliability. Ligand binding studies using COACH indicated the interaction of DnMRE11 protein with two Mn2+ ions and dAMP. The ConSurf server predicted that residues of the active site and Nbs binding site have high conservation scores between plant species.
A model structure of DnMRE11 was constructed and validated with various bioinformatics programs which suggested the predicted model to be satisfactory. Further validation studies were conducted by COACH analysis for active site ligand prediction, and revealed the presence of six ligands binding sites and two ligands (2 Mn2+ and dAMP).
- Accessible Surface Area
- Phoenix Dactylifera
- Mating Type Switching
- MRE11 Complex
- Galdieria Sulphuraria
The palm family emerged ~80 million years ago and represents one of the lineages that radiated early in monocot evolution . The genomic comparative analysis of date palm with other species presents an ideal opportunity to investigate the dynamics of angiosperm gene family evolution. The integrity of the genome is constantly threatened by environmental influences and cellular metabolic processes. DNA double strand breaks (DSBs) are among the most hazardous of all DNA lesions and arise from failures in genome metabolism processes and from exogenous sources. In addition they are important programmed intermediates in DNA metabolism.
DNA double-strand breaks are highly cytotoxic and mutagenic . DSBs can arise during replication and as products of ionizing radiation and genotoxic chemicals, but are also endonucleolytically generated intermediates in meiosis, mating type switching, and recombination . DSBs are predominantly repaired by two pathways. Nonhomologous end joining directly rejoins DSBs, whereas homologous recombination utilizes a sister chromatid or homologous chromosome as a template for DNA resynthesis and rejoining . The MRE11-Rad50-Nbs1 (MRN) complex is a keystone complex that recognizes double-strand break (DSB) damages and responds with nonhomologous end joining (NHEJ) and homologous recombination (HR) pathways [5, 6]. In addition to the repair of DNA DSBs and cell cycle checkpoint signaling, the MRN complex plays an important role in telomere maintenance, mating type switching, meiotic recombination, and suppression of gross chromosomal rearrangement . MRE11 plays an essential role in repairing DNA by cleaving broken ends through its 3′ to 5′ exonuclease and single-stranded DNA endonuclease activities, as well as hairpin nuclease activities . In addition, MRE11 provides a surface for other DNA repair proteins and checkpoint factors which link the MRE11 complex activities to a wide variety of cellular processes . Structural studies of archaeal, bacterial and human MRE11 homologs have revealed that MRE11 forms a dimer. These MRE11 homologs consist of the nuclease domain containing the active site and the capping domain, which provides selectivity concerning DNA substrates, and they dimerize through the interaction between the two helices by forming a four helix bundle [10, 11]. The dimerization of MRE11 is crucial as it functions as a frame for Rad50 and DNA binding [10, 11]. Nbs1 (also known as Nibrin or p95) is only present in the eukaryotic MRE11 complex. Nbs1 plays key roles in the DNA-damage checkpoint signaling functions of the MRN complex through interactions with a number of proteins, such as Mdc1 (mediator of the DNA-damage checkpoint 1) and ATM . MRE11 from eukaryotes is formed by two regions: the N-terminal core domain containing the nuclease and capping domains, and the C-terminal half containing the DNA binding and GAR domains [5, 6]. While the N-terminal domain, which is responsible for Nbs1 binding and nuclease activity, is conserved in all species, the C-terminal domain is distinct only in eukaryote MRE11 [5, 6]. The MRE11 gene has been identified in the genomes of all of the eukaryotes sequenced to date, including the Arabidopsis MRE11 ortholog . The homology between different MRE11 orthologs is the strongest in the N terminus which contains four conserved phosphoesterase domains, but is less pronounced in the C terminus of the protein which contains two DNA binding domains . The N-terminal region harbors an Nbs1 interacting domain , while at the C-terminal region interacts with Rad50 . Originally, MRE11 was identified in yeast (S. cerevisiae) as a gene required for early steps of meiotic recombination, namely for induction as well as for repair of meiotic DSBs . In this study, we present and analyze for the first time an in-silico characterization and homology modelling of MRE11 from Phoenix dactylifera v deglet nour (DnMRE11) by various bioinformatic approaches, including motif analysis, secondary structure prediction, 3D structure analysis and phylogenetic tree construction.
Total RNA was extracted by modified CTAB method  from young leaves of Phoenix dactylifera which were snap-frozen and stored at −70 °C until processing. RNA integrity was confirmed using the Agilent 2100 Bioanalyzer with a minimum integrity number value of 8. Equal amounts of total RNA from each tissue were pooled together for cDNA preparation.
Preparation of cDNA library for transcriptome sequencing
The poly (A) RNA was isolated from 20 μg of the total RNA pool using Dynal oligo (dT) 25 beads (Invitrogen) according to the manufacturer’s protocol. Following purification, the mRNA was fragmented into smaller pieces at 70 °C for 5 min in the fragmentation buffer (Ambion) and reverse-transcribed to synthesize first strand cDNA using SuperScript III reverse transcriptase (Invitrogen) and N6 random hexamers (Takara). Subsequently, second strand cDNA was synthesized using RNase H (Invitrogen) and DNA polymerase (Invitrogen). These cDNA fragments were further processed by end repair using T4 DNA polymerase, the Klenow fragment of DNA polymerase, and T4 polynucleotide kinase (NEB), and ligation of adaptors with Illumina’s adaptor oligo mix and T4 DNA ligase (Invitrogen). The products were gel purified to obtain DNA approximately 200 bp long using Qiaquick Gel Extraction Kit (Qiagen) and enriched with PCR for preparing the sequencing library. The quality of the cDNA library was examined by Agilent 2100 Bioanalyzer.
The cDNA library was sequenced from both of 5′ and 3′ ends on the Illumina GA IIx platform according to the manufacturer’s instructions. The conversion of the fluorescent images to sequences, base-calling and quality value calculation were performed by the Illumina data processing pipeline (version 1.4), in which 75 bp paired-end reads were obtained. EST reads obtained from sequencing were cleaned using Seqclean program and assembled by CAP3  using default settings. After assembly, to identified DnMRE11 cDNA, a local BLASTX  was used to compare the assembled contigs and singletons against the NR database and analysed using Blast2GO2.8  to provide Gene Ontology, BLAST and domain/Interpro annotation. Candidate mRNA for DnMRE11 from Phoenix dactifera v degelt nour were identified in silico using FGENESH prediction (http://www.softberry.com; with the monocot matrix). Evaluation of DnMRE11 predicted protein was done based on the identification of domains in the NCBI Conserved Domains Database (CDD), phytozome of June 2013 (http://www.phytozome.net/) and the most recent version of HMMER (HMMERV3.0; ).
The DnMRE11 protein sequence was submitted to profile-sequence searches with NCBI, phytozome of June 2013 and most recent version of HMMER. We recovered fifty MRE11 proteins of plants. Protein alignments were performed using MUSCLE . MRE11 proteins were prefixed with the corresponding genus and species initials. Phylogenetic trees were constructed using Phyml software  based on the sequence of MRE11 to determine the distribution and evolutionary trend of MRE11 in plants using the Maximum likelihood method with 1000 bootstrapping replicates. The phylogram was generated using EvolView software . After alignement, the fifty MRE11 proteins of plants were submitted to the ConSurf server (http://consurf.tau.ac.il/) for analysis. The ConSurf server assigns relative conservation scores to each residue, taking into account the evolutionary relationships among the family of homologs. The scores are normalized such that the average score is zero, and negative and positive deviations represent the degrees of conservation and variation, respectively. Each residue is then assigned a value 1–9 (1 for most variable, 5 for average, up to 9 for most conserved), which is used for mapping the relative conservation on the molecular surface (see Figure legends). Sequence alignment of DnMRE11, Aeropyrum pernix K1 (AepMRE11, archaea), Homo sapiens (HmsMRE11, animals), Kocuria sp. strain UCDOTCP (KocMRE11, bacteria), Saccharomyces cerevisiae (SacMRE11, fungi) and Galdieria sulphuraria (GasMRE11, protista) was done by ClustalX and viewed with CLC Genomics Workbench (http://www.clcbio.com/).
PDB file of DnMRE11 protein was generated by Swiss-Model server (http://www.expasy.org/swissmod/SWISS-MODEL.html). In order to build a model of protein domain, Multiple Sequence Alignment was performed between full length DnMRE11 protein sequence and another protein domain sequence in this database. To build the model of the DnMRE11 protein with more homology, high resolution (1.80 A) structure of DnMRE11 protein model in Swiss model server was selected as template.
The backbone conformation of the modeled structure of DnMRE11 with ligand was calculated by analyzing the phi (Φ) and psi (ψ) torsion angles using Ramachandran plot v 2.0 (http://dicsoft1.physics.iisc.ernet.in/rp/select.html), as determined by Ramachandran plot statistics. The model was further analyzed by, QMEAN  and ProSA . ProSA was used for the display of Z-score and energy plots. The volume area dihedral angle for fractional accessible surface area were done with VADAR (http://vadar.wishartlab.com/).
We used COACH  for protein–ligand-binding site prediction for structure-based biological function annotation of DnMRE11. Predicted models were further refined using a side-chain refinement protocol of Discovery Studio 3.5.
The MRE11/Rad50 (MR) complex plays a key role in DSB repair. Homologs of MRE11 and Rad50 are found in all kingdoms of life and are essential for genome integrity . After BLAST2GO analyse and searching in annotation results with the keyword “double-strand break repair protein” from the 24,071 transcripts, one MRE11 cDNA was identified (contig 6335). This cDNA has a significant homology with the MRE11 gene of Phoenix dactylifera v Khalas and other species with more than 90 % sequence similarity (Additional file 1). The results of BLASTX and annotation show that this cDNA is a potential candidate gene of the DnMRE11.
Sequence analysis of DnMRE11 protein
Homology model structure analysis of DnMRE11 protein
The Swiss-Model server was used to predict the 3D sturcture of DnMRE11 based on known crystal structures of homologous proteins (Fig. 2b). The lack of a 3D structure for MRE11 in PDB motivated us to construct the 3D model for MRE11. The most successful techniques for prediction of three dimensional structures of proteins rely on aligning the sequence of a protein of to a homolog of known structure. The highest-scoring and validated model for DnMRE11 that exhibits the greatest amino acid sequence identity with the crystal structure is double-strand break repair protein MRE11 of Schizosaccharomyces pombe ScpMRE11 (PDB ID : 4FBK1.A), which is in the MRE11 superfamily. Only 404 residues of the N terminus (nuclease and capping domains) of DnMRE11 have modelled with 100.0 % confidence by the single highest scoring template (Fig. 2b). This protein is 43.33 % identical to the DnMRE11 protein across 54 % of amino acid sequence. The alignement of two secondary structures of DnMRE11protein and the best template PDB : 4FBK1.A is shown in Additional file 2.
The stereochemical qualities of the predicted models of DnMRE11 proteins were analysed through QMEAN and ProSA servers confirmation was evaluated by the inspection of the Psi/Phi Ramachandran plots.
QMEAN analysis was also used to evaluate and validate the model.
Z scores and energy of individual component of QMEAN for DnMRE11 model
Scoring function term
QMEAN4 score = 0.672
The constructed homology model was also evaluated for structural and stereo chemical efficiency. A Ramachandran phi-psi plot for DnMRE11 (Fig. 3c) revealed that 80 % of residues lay in the core region (dark gray), another 15,5 % were in the allowed region (light gray), 2,5 % were in generally region (very light gray) and only 2 % lay in the disallowed region (white). The above analysis of the predicted structure provides solid evidence that the predicted 3D structure of DnMRE11 is of good quality.
The overall structure of MRE11 proteins of fungi (Schizosaccharomyces pombe) ScpMRE11 (PDB ID:4fbk)  and human HmMRE11 (PDB ID: 3t1i) , are relatively similar compared with DnMRE11. Both nuclease and capping domain structures are present and the structure of the DnMRE11 nuclease domain is more similar to the equivalent domain from these MRE11 proteins (Fig. 2b) [10, 11].
The DnMRE11 core comprises two α/β fold domains, a larger N-terminal nuclease domain and a smaller C-terminal capping domain (Fig. 2b, Additionnal file 2). The DnMRE11 nuclease domain, which resembles the calcineurinlike Ser/Thr phosphosesterase, consists of five helices and 13 strands, and the capping domain is composed of three strands packed by two helices on one face (Additionnal file 2).
Domain II, which consists of a three-stranded β sheet and two α helices, partially caps the active site phosphodiesterase motifs of Domain I, suggesting that Domain II plays a role in DNA substrate specificity (Fig. 2b). This Domain II cap appears to be a unique MRE11 feature as no equivalent domain or fold is found in the protein phosphatases. In the capping domain of DnMRE11, substantial differences exist in the length and orientations of the loops compared with those of template ScpMRE11. In general, helices and loops in the DnMRE11 capping domain are relatively longer than those of ScpMRE11 (Additionnal file 2, β 15).
Active binding site prediction of DnMRE11
A multiple-sequence alignment revealed that the DnMRE11 protein has low similarity with homologs from others species, such as Aeropyrum pernix K1 (AepMRE11, archaea), Homo sapiens (HmsMRE11, animals), Kocuria sp. strain UCD-OTCP (KocMRE11, bacteria), Saccharomyces cerevisiae (SacMRE11, fungi) and Galdieria sulphuraria (GasMRE11, protista), with the exception of active site residues (Additional file 3). Domain I contains five conserved phosphodiesterase motifs, which form the nuclease active site  (Additional file 1). Predection of the active site location of DnMRE11 protein by the DEPTH server (Additional file 4) showed the phosphodiesterase motifs (red color) situated between the nuclease and capping domain. The Domain I fold and active site location resemblethe catalytic domain of calcineurin-like Ser/Thr phosphatases and the DNA base excision repair enzyme apurinic endonuclease 1 (APE1). This resemblance suggests that the di-metal nuclease mechanism of MRE11 is similar to the di-metal protein phosphatase mechanism of Ser/Thr phosphatases .
The active site of any protein is critical for its activity, thus blocking it with a suitable ligand may result in inhibition of the protein either partially or completely. In this regard, it becomes highly essential to determine the amino acid residues of the protein that forms the active site.
Comparing structures of HmsMRE11 (Homo sapiens, PDB : 3T1I) , PfMRE11 (Pyrococcus furiosus, archaea PDB ID: 1II7, ), Sp MRE11 (Schizosaccharomyces pombe , PDB : 4fbkA) and DnMRE11 protein, we conclude that the residues which bind the metals and dAMP are the same at the active site for all these species. While there are overall similarities between the active site of DnMRE11, bacterial and archaeal MRE11 proteins, some differences are observed. These differences are largely limited to residues that interact with metal coordinating residues, and all these residues are conserved in eukaryotes.
When we compared with the HmsMRE11sequence, we found the residues Arg80, Asp86, Asn116, and Pro120 of DnMRE11 that contribute to Nbs1 binding  are also conserved (Additional file 3), thus these residues may be involved in binding Nbs 1 by DnMRE11. The accessible surface areas in the amino acid sequence of DnMRE11 were predicted using the VADAR servers for model prediction (Additional file 5). We have predicted the ASA of each amino acid in the sequence along with the fractional residual volume available for the amino acids in the main as well as in the side chains. The quality of the model with respect to the stereo packing and 3D profile quality were also predicted using the VADAR server. The area accessible to water molecules on the protein structure is said to be accessible surface area (ASA), which was measured in square angstroms or as fractional ASA ranging from 0 to 1.
Hydrophilic residues occupied a large fraction of ASA with hydrophobic residues forming only a small fraction (Additional file 5). ASA values both for the whole structure and side chains were predicted using VADAR. The majority of residues in DnMRE11 have ASA scores less than 0.8, indicating tight folding the generally leaves residues inaccessible to water molecules. We estimated the accessible surface areas of all residues of the active site and the Nbs1 binding site that are involved in the DnMRE11 3D structure using the VADAR server.
The ASA scores of the active site (Mn 2+ binding sites) were near zero (Asp 20 : 0,01; Asp60 : 0.03; His225: 0; His253 : 0.22; His255 :0,17) indicating the residues are not accessible to water molecules and confirmed that domain II (the capping domain) hides the active site. However, Nbs binding sites are exposed to surface (ASA scores > 0,8).
The plant MRE11 gene family
List of accession numbers and list of taxa of plants used in this study
Ncbi accession code
Uniprot accession code
Tetraselmis sp. GSL018
Micromonas sp. RCC299
Fragaria vesca subsp. vesca
Musa acuminata subsp. Malaccensis
Phoenix dactylifera v Deglet nour
Phoenix dactylifera v Khalas
Oryza sativa Group Japonica
The table details the residue variety in % for each position in the query sequence. Each column shows the % for that amino-acid, found in position (‘pos’) in the MSA
Amino acid position of actif site
Pourcentage of concervation
Amino acid position of Nbs binding site
Most of the variation within this region occurs in the capping domain.
In silico analysis of DnMRE11 was conducted by motif analysis and phylogenetic tree construction using PhyML. The ConSurf server predicted that residues of the active site and Nbs binding site have high conservation scores. A model structure of DnMRE11 was constructed using Swiss-Model server using homology-based modelling and validated with ProSA, QMEAN servers and Ramachandran plot analysis, which suggested the predicted model to be satisfactory. Further validation studies were conducted by COACH analysis for active site ligand prediction, and revealed the presence of six ligands binding sites and two ligands (2 Mn2+ and dAMP).
This work was supported by grants from the Tunisian minister of Higher Education and Scientific Research.
The authors report no disclosures or financial support.
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