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In silico Analysis of Single Nucleotide Polymorphism (SNPs) in Human RAG1 and RAG2 Genes of Severe Combined Immunodeficiency

Research Article | Open Access

  • 1. Department of Rheumatology, Omdurman Teaching Hospital, Sudan
  • 2. Department of Applied Bioinformatics, Africa City of Technology, Sudan
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Corresponding Authors
Mona Shams Aldeen S. Ali, Department of Applied Bioinformatics, Africa City of Technology, Khartoum, Sudan, Tel: 249121784688
Abstract

Severe combined immunodeficiency is an inherited Primary immunodeficiency PID, which is characterized by the absence or dysfunction of T lymphocytes. Defects in RAG1 and RAG2 are known to cause a TBNK+ form of SCID. Recombinase activating genes RAG1 and RAG2 (OMIM 179615,179616 respectively) are expressed exclusively in lymphocytes and mediate the creation of double-strand. DNA breaks at the sites of recombination and in signal sequences during T− and B− cell receptor gene rearrangement. This study was focused on the effect of nonsynonymous single nucleotide polymorphisms in the function and structure of RAG1& RAG2 genes using In silico analysis. Only nsSNPs and 3’UTR SNPs were selected for computational analysis. Predictions of deleterious nsSNPs were performed by bioinformatics software. Five damaging nsSNPs (rs112047157, rs61758790, rs4151032, rs61752933, rs75591129) were predicted in RAG1 and two damaging nsSNPs (rs112927992, rs17852002) in RAG2, all of this nsSNPs were found on domain that important in binding and mutation effect in its protein function. Hence it is the first study type of RAG1 and RAG2 analysis. We hope to provide more information that needed to help researchers to do further study in SCID especially in our country where consanguineous marriage is common.

Citation

Ali MSAS, Tomador Siddig MZ, Elhadi RA, Yousof MR, Yousif Abdallah SE, et al. (2016) In silico Analysis of Single Nucleotide Polymorphism (SNPs) in Human RAG1 and RAG2 Genes of Severe Combined Immunodeficiency. J Bioinform, Genomics, Proteomics 1(1): 1005.

Keywords

•    Severe combined immunodeficiency
•    Primary immunodeficiency
•    T lymphocytes
•    Recombinase activating genes
•    non synonymous Single Nucleotide Polymorphisms

ABBREVIATIONS

SCID: Severe combined immunodeficiency; PID: Primary Immunodeficiency; OMIM: Online Mendelian Inheritance in Man; nsSNP: nonsynonymous Single Nucleotide Polymorphisms; RAG1: Recombinase Activating Gene1; RAG2: Recombinase Activating Gene2; AR: Autosomal Recessive; NK: natural killer; DNA: Deoxyribo Nucleic Acid; SIFT: Sorting Intolerant from Tolerant; PolymiRTS: Polymorphism In Micro RNAs and their Target Sites; PolyPhen-2: Polymorphism Pheno typing V2; PSIC: Position-Specific Independent Count; miRNA: Micro Ribonucleic Acid; 3′UTR: 3′ Un Translated Region; RI: Reliability Index; RSSs: Recombination Signal Sequences; GO: Gene-Ontology

INTRODUCTION

SCID is an inherited primary immunodeficiency, which is characterized by the absence or dysfunction of T lymphocytes affecting both cellular and humoral adaptive immunity [1-5]. Estimated to be 1 in 75,000-100,000 of live births [8-11] and are more common in male subjects, reflecting the over representation of X-linked SCID (XL-SCID), the most common worldwide form (50%) of SCID in human subjects [10]. However, in cultures in which consanguineous marriage is common, the incidence of autosomal recessive - SCID is higher than has been previously reported [10]. It can be classified as T−B+ and T−B− SCID with further subdivision based on the presence or absence of NK cells [5]. Defects in Recombinase activating genes (RAG1 and RAG2) are known to cause a T-B-NK+ form of AR- SCID (OMIM: 601457) [12,13]. It is now known that SCID can be caused in humans by mutations in at least 13 different genes that result in aberrant development of T cell [7]. Since the first description of RAG1 and RAG2 deficiency in patients with SCID by Schwarz et al. in 1996 [14], a pleiotropic spectrum of phenotypes associated with RAG1 and RAG2 deficiency has been described. The location of RAG1& RAG2 is on chromosome 11 p13 [15,16]. RAG1 and RAG2 are expressed exclusively in lymphocytes and mediate the creation of double-strand DNA breaks at the sites of recombination and in signal sequences during T- and B-cell receptor gene rearrangement [10].

V(D)J recombination is the site-specific DNA rearrangement process that assembles Both B and T Cell Receptor - TCR - genes during lymphoid development. Recombination is initiated by the lymphoid-specific RAG1 and RAG2 recombinase, which introduces double-strand DNA breaks at RSSs flanking variable (V), diversity (D), and junction (J) gene segments spread along the Immunoglobulin and TCR loci [17-20]. The recombination process is tightly regulated, occurring at specific stages of development and in specific cell types (e.g., Immunoglobulin and TCR genes are rearranged in B and T cells, respectively). This process takes place in a temporal manner, with Immunoglobulin heavy chain rearrangements preceding Immunoglobulin light chain rearrangements and D-to-J rearrangements preceding V-to-D J rearrangements [17-20]. Mutations in either RAG1 or RAG2 genes hamper initiation of V(D)J recombination, hence causing an early block of B and T cell maturation similar to the situation of RAG1 and RAG2 knockout (KO) mice [21].

In this computational study, we focused on the effect of nsSNPs in the function and structure of RAG1 and RAG2 Protein using In silico analysis. Hence it is the first study type of RAG1 and RAG2 analysis, we hope to provide more information that needed to help researchers to do further study in SCID especially in our country where consanguineous marriage is common.

MATERIALS AND METHODS

The SNPs sequence of RAG1 and RAG2 genes were collected in August 2015 from NCBI database (http://www.ncbi.nlm.nih. gov/projects/SNP). They contained a total of 5413 SNPs in RAG1 and 2804 SNPs in RAG2 at the time of the study, out of which 1048 in RAG1 and 508 in RAG2 were coding SNPs, 147 in RAG1 and 28 in RAG2 occurred in the miRNA 3′ UTR, eight in RAG1 and ten in RAG2 occurred in 5′ UTR region and 234 in RAG1 and 178 in RAG2 occurred in intronic regions. We selected missense & nonsense nsSNPs and 3′ UTR SNPs for our investigation, Figure (1). The nsSNPs (rs SNPs) of RAG1 and RAG2 were submitted as batch to SIFT server, then the resultant damaging nsSNPs were submitted to Polyphen as query sequences in FASTA Format. Prediction of change in stability due to mutation was performed by I-Mutant 2.0. The protein sequences used were obtained from the ExPASy Database (www.expasy.org/ ). Project hope software was used to highlight the changes occurred as a result of the deleterious SNPs at the molecular level of the protein 3D structure. The SNPS at the 3′ UTR region were analyzed by PolymiRTS software. Prediction of the function of genes and their interactions were obtained from Gene MANIA database.

Gene MANIA (http://www.genemania.org/)

It is an online database that helps you predict the function of your favorite genes and gene sets. Gene MANIA finds other genes that are related to a set of input genes, using a very large set of functional association data. Association data include protein and genetic interactions, pathways, co-expression, co-localization and protein domain similarity. You can use Gene MANIA to find new members of a pathway or complex, find additional genes you may have missed in your screen or find new genes with a specific function, such as protein kinases. Your question is defined by the set of genes you input [22].

SIFT-software

In order to detect deleterious nsSNPs, SIFT program was used, which is a novel bioinformatics tool to predict whether an amino acid substitution affects protein function, this program generates alignments with a large number of homologous sequences and assigns score for each residue ranging from zero to one. Scores closer to zero indicates evolutionary conservation of the genes and intolerance to substitution, while scores closer to one indicate tolerance to substitution only [23]. (http://sift. jcvi.org/)

PolyPhen-2

Also is an online bioinformatics soft-ware produced by Harvard University it searches for 3D protein structures, then calculates PSIC scores for each of two variant, the PSIC scores difference between two variants. PolyPhen results were assigned probably damaging (2.00 or more) possibly damaging (1.40- 1-90), potentially damaging (1.0-1.5), benign (0.00-0.90), [24]. (http://genetics.bwh.harvard.edu/pph2/index.shtml).We used this software to confirm SIFT result and we took only double positive results for further workup.

I-Mutant v2.0c

Predictor the stability changes upon mutation from the protein sequence or structure. It shows the amino acid in Wild-Type Protein (WT), New Amino acid after Mutation (NAW), reliability Index (RI), Temperature in Celsius degrees (T) and the PH [25].

I-Mutant available at: (http:/www.I-Mutant2.0.cgi).

Chimera

It is a software produced by University of California; San Francisco is used in this step to generate the mutated models of protein 3D model. The outcome is then a graphic model depicting mutation [26]. (http://www.cgl.ucsf.edu/chimera/).

Project Hope software (http://www.cmbi.ru.nl/ hope/input)

It is an online web server where the user can submit a sequence and mutation. This software collects structural information from a series of sources, including calculations on the 3D protein structure, sequence annotations in UniProt and predictions from DAS-servers. It combines this information to give analyze the effect of a certain mutation on the protein structure and will show the effect of that mutation in such a way that even those without a bioinformatics background can understand it [27].

PolymiRTS

It is the database server designed specifically for the analysis of the 3′UTR region; we used this server to determine SNPs that may alter miRNA target site [28]. All SNPs located within the 3′UTR region were selected separately and submitted to the program. (Available at: http://compbio.uthsc.edu/miRSNP/).

RESULTS AND DISCUSSION

Prediction of protein structural stability

Seven nsSNPs of RAG1 and RAG2 genes have been selected on the basis of prediction scores of SIFT and PolyPhen; these SNPs were given to I-Mutant web server to predict the DDG stability and RI upon mutation, in RAG1, three SNPs (rs112047157, rs4151032 and rs75591129) shown decrease in protein stability while other two SNPs (rs61758790 and rs61752933) shown increase in protein stability, both SNPs in RAG2 predicted to decrease protein stability, as in (Table 1).

Modeling of mutant structure

Protein sequences of the nsSNP were presented to Project Hope revealed the 3D structure for the truncated proteins with its new candidates; in addition, it described the reaction and physiochemical properties of these candidates. Here we present the results upon each candidate and discuss the conformational variations and interactions with the neighboring amino acids; all native and mutant structure of RAG1 and RAG2 proteins showed in the (Figure 2). The wild type is displayed by green color while mutant type is displayed by red one. A/G mutation (rs112047157) led to conversion of methionine to valine at position 487. The mutant residue is smaller than wild residue; this might lead to loss of interactions. The wild-type residue is located in an α-helix. The mutation converts the wild-type residue in a residue that does not prefer α-helices as secondary structure leading to disturb local structure. The mutated residue is located in a domain that is important in DNA binding and nucleic acid binding. Mutation of the residue might disturb the function. (Figure 2a)

G/T mutation (rs61758790) caused conversion of phenylalanine to leucine at position 520. The mutant residue is smaller than wild residue, this might lead to loss of interactions. The wild-type residue is located in its preferred secondary structure, a β-strand but the mutant residue prefers to be in another secondary structure; therefore the local conformation will be slightly destabilized. The mutated residue is located in a domain that is important in DNA binding and nucleic acid binding. Mutation of the residue might disturb this function (Figure 2b)

C/T mutation (rs4151032) resulted in change of proline to serine at position 525. Prolines are known to have a very rigid structure, changes a proline with such a function into another residue disturbing the local structure. This variant is annotated with severity: Polymorphism (VAR_029263). The mutant residue is smaller than wild residue; this might lead to loss of interactions. The wild-type residue is more hydrophobic than the mutant residue. Hydrophobic interactions, either in the core of the protein or on the surface, will be lost. The mutated residue is located in a domain that is important for binding of other molecules. Mutation of the residue might disturb this function, (Figure 2c).

A/G mutation (rs61752933) caused change of isoleucine in to valine at position 810. The mutant residue is smaller than wild residue; this might lead to loss of interactions. The mutated residue is located in a domain that is important in DNA binding and nucleic acid binding. Mutation of the residue might disturb this function, (Figure 2d).

A\C mutation (rs75591129) caused conversion of tyrosine to serine at position 913. Tyrosine is preferred secondary structure, a β-strand. The mutant residue prefers to be in another secondary structure; therefore the local conformation will be slightly destabilized. The mutated residue is located in a domain that is important in DNA binding and nucleic acid binding. Mutation of the residue might disturb this function, (Figure 2e). C/T mutation (rs112927992) resulted in change serine to phenylalanine at position 291; this residue is part of an interpro domain named V-D-J Recombination Activating Protein 2. This domain is annotated with GO, these GO annotations indicate the domain has a function in DNA binding and Nucleic Acid Binding. This residue is part of an interpro domain named Galactose Oxidase/ kelch, Beta-Propeller (IPR011043). The mutant residue is bigger than the wild-type residue, this might lead to bumps. The mutant residue is more hydrophobic than the wild-type residue; this can result in loss of hydrogen bonds and/or disturb correct folding. The mutated residue is located in a domain that is important for binding of other molecules. Mutation of the residue might disturb this function (Figure 2f). T/C mutation (rs17852002) led to conversion of valine to alanine at position 154. The mutant residue is smaller than the wild residue; this might lead to loss of interactions. The wild-type residue is located in its preferred secondary structure, a β-strand. The mutant residue prefers to be in another secondary structure; therefore the local conformation will be slightly destabilized. The residue is part of an interpro domain named V-D-J Recombination Activating Protein 2. This domain is annotated with GO these indicate the domain has a function in DNA binding and Nucleic Acid Binding, also is part of an interpro domain named Galactose Oxidase/ kelch, Beta-Propeller (IPR011043 ), is part of an interpro domain named Kelch-Type Beta Propeller ( IPR015915 ) ,the domain is also important in Protein Binding (Figure 2g). Both nsSNPs of RAG2 were found in the same domain that important in function of protein leading to disturb of function. Mutations in RAG1 or RAG2 result in the blocking of T- and B-cell inability to initiate recombination of the DNAs variable, diversity, and joining regions, and thereby do not form functional T- cell or B-cell receptors [29].

SNPs at the 3′UTR region

SNPs in 3′UTR of RAG1 and RAG2 genes were submitted as batch to PolymiRTS server. The output showed result as following; in RAG1, 19 SNPs were predicted while only three SNPs were predicted in RAG2 gene. The functional classes of both genes are described in (Table 2) below. According to (Table 2), we found some SNPs in 3′UTR of both RAG1 and RAG2 related to cancer development although those patients with SCID don’t survive [8-10] till they develop cancer, but some patients with delayed onset of RAG1 deficiency develop cancer [30].

RAG1 and RAG2 have many vital functions, and they interact, co-expressed, share similar protein domain, or participate to achieve many functions with many genes and they are illustrated by using GENEMANIA and shown in (Figure 3) below.

Table 1: Prediction of nsSNPs in RAG 1& RAG 2 by SIFT, PolyPhen-2 and I-Mutant software.

Gene Type SNP ID Chromosome Location Nucleotide Change Sift Prediction Sift Score Sift Medium Acc Amino Acid Change Polyphen-2 Result I Mutant Result
RAG1 rs112047157 11:36574763 A/G Damage 1.000.00 4.27 P15918 M487V Possibly Damaging Decrease stability
rs61758790 11:36574864 G/T Damage 1.000.00 4.27 F520L Probably Damaging Increase stability
rs4151032 11:36574877 C/T Damage 1.000.00 4.27 P525S Probably Damaging Decrease stability
rs61752933 11:36575732 A/G Damage 1.000.01 4.27 I810V Possibly Damaging Increase stability
rs75591129 11:36576096 A/C Damage 1.000.00 4.27 Y931S Probably Damaging Decrease stability
RAG2 rs112927992 11:36614847 C/T Damage 1.000.00 4.32 P55895 S291F Possibly Damaging Decrease stability
rs17852002 11:36615258 T/C Damage 1.000.00 4.32 V154A Probably Damaging Decrease stability
CONCLUSION

In RAG1 we found five nsSNPs and two nsSNPs in RAG2 predicted by both SIFT and Polyphen, i.e. Double positive results; however five nsSNP (rs415107, rs34841221, rs4151029, rs2227973, rs4151034) and one nsSNP (rs117899975) in RAG1 and RAG2 respectively damaging by SIFT only which may be due to the limitation of the softwares used and we estimate the nsSNPs to be further analyzed by an advance software to predict their effect and they are speculated to affect the stability or function of the proteins. From this study we suggest these seven nsSNPs predicted to be good candidates and very useful in detection of SCID associated with RAG1 and RAG2.

From the results of PolymiRTS we noticed that although many cancer types may generate due to miRNA target site but possibility of cervical cancer was the most common. Application of the computational tools might provide an alternative approach to select target SNPs in association studies, helping in research and diagnostic purpose as well.

Table 2A: 3′UTR SNPs of RAG1 as detected by PolymiRTS.

Location dbSNP ID miR ID Cancer type miR site Function class context+ score change
36598009 rs189589191 hsa-miR-548 Cervical cancer tgagtTGGTTTTt Disrupted -0.102
  hsa-miR-4637 acute lymphoblastic leukemia tgAGTTAGTtttt Created -0.176
             
36598259 rs144069419 hsa-miR-3191 Melanoma aCCAGAGAtgagc Disrupted -0.136
  hsa-miR-330 Cervical cancer aCCAGAGAtgagc Disrupted -0.081
    hsa-miR-3126 Melanoma & breast cancer aCCAGATAtgagc Created -0.089
36598426 rs115582302 hsa-miR-3646 solid tumors tatTTCATTTttg Disrupted -0.067
36598426 rs115582302 hsa-miR-548ad malignant human B cells tattTCGTTTTtg Created -0.187
36598725 rs4151039 hsa-miR-3137 Melanoma taGCTACAGttag Disrupted -0.224
36599069 rs4151040 hsa-miR-624 colorectal cancer ggataACCTTGTA   -0.129
36599086 rs112766186 hsa-miR-4524 malignant human B cells + breast cancer tccatCTGCTAAg Created -0.034
36599087 rs145963034 hsa-miR-374 cervical cancer ccatccGCTAAGT Disrupted -0.037
36599090 rs4151041 hsa-miR-374 cervical cancer tccGCTAAGTtta Disrupted -0.037
36599164 rs149724031 hsa-miR-570 colorectal cancer tggaaTGTTTTCA Disrupted 0.1
36599261 rs113060327 hsa-miR-5195 acute lymphoblastic leukemia tcattTAGGGGTA Disrupted -0.282
    hsa-miR-4640 Breast cancer tcatttGGGGGTA Created -0.158
36599548 rs185464049 hsa-miR-5694 metastatic prostate cancer gaaactATGATCT Disrupted 0.076
    hsa-mir-27 cervical cancer gaaACTGTGAtct Created 0.024
36599964 rs4151044 hsa-miR-3153 Melanoma gccacaCTTTCCC Disrupted -0.003
  hsa-miR-4668 Breast cancer gccacaTTTTCCC Created 0.056
36600151 rs148483119 hsa-miR-155 B cell lymphomas + cervical cancer + CLL taacacTGTAGGA Disrupted -0.079
36600232 rs4151045 hsa-miR-4698 Breast cancer atcaCATTTTGAt Disrupted 0.095
  hsa-miR-3973 acute myeloid leukemia atcacACTTTGAt Created 0.035
  hsa-miR-595 colorectal cancer atCACACTTtgat Created -0.052
36600527 rs192931118 hsa-miR-3622 Cervical + breast cancer TCAGGTGcattgc Disrupted -0.043
36601006 rs180966342 hsa-miR-580 colorectal cancer AATCATTtttggt Disrupted -0.099
36601142 rs183729240 hsa-miR-1273 cervical cancer gatGCAGTGGAtt Created -0.466
  hsa-miR-181 cervical cancer + CLL gatgCAGTGGAtt Created -0.165
36601202 rs190801060 hsa-miR-205 cervical cancer + nasopharyngeal carcinoma aaaTGAAATAtga Disrupted -0.057
  hsa-miR-5696 metastatic prostate cancer AAATGAAatatga Disrupted -0.035
  hsa-miR-579 colorectal cancer AAATGAAatatga Disrupted -0.059

Table 2B: 3′UTR SNPs of RAG2 as detected by PolymiRTS.

Location dbSNP ID miR ID Cancer type miR site Func class context+ score change
36613631 rs186462541 hsa-miR-1273 Cervical cancer tTCAAGCAAccct disrupted -0.322
  hsa-miR-23 Cervical cancer ttcaaGGAACCCt Created -0.319
36613758 rs3740956 hsa-miR-193 Cervical cancer taGCCAGTAaaga Created -0.226
  hsa-miR-4794 Breast cancer TAGCCAGtaaaga Created -0.276
  hsa-miR-664 Chronic lymphocytic leukemia TAGCCAGtaaaga Created -0.294
36613947 rs142073874 has-miR-4698 Breast cancer cctataCATTTTG disrupted -0.194
ACKNOWLEDGEMENT

The authors thank the Africa City of Technology (Sudan) for providing the facilities to carry out this work.

REFERENCES

1. Notarangelo LD. Primary immunodeficiencies. J Allergy Clin Immunol. 2010; 125: 182-194.

2. Cossu F. Genetics of SCID. Ital J Pediatr. 2010; 36: 76.

3. Puck JM. Laboratory technology for population-based screening for severe combined immunodeficiency in neonates: the winner is T-cell receptor excision circles. J Allergy Clin Immunol. 2012; 129: 607-616.

4. Puck JM. The case for newborn screening for severe combined immunodeficiency and related disorders. Ann N Y Acad Sci. 2011; 1246: 108-117.

5. van der Burg M, Gennery AR . Educational paper. The expanding clinical and immunological spectrum of severe combined immunodeficiency. Eur J Pediatr. 2011; 170: 561-571.

6. de Vries E, Driessen G. Educational paper: Primary immunodeficiencies in children: a diagnostic challenge. Eur J Pediatr. 2011; 170: 169-177.

7. Buckley RH. Transplantation of Hematopoietic Stem Cells in Human Severe Combined Immunodeficiency: Longterm Outcomes. Immunol Res. 2011; 49: 25-43.

8. Buckley RH, Schiff RI, Schiff SE, Markert ML, Williams LW, Harville TO, et al. Human severe combined immunodeficiency: genetic, phenotypic, and functional diversity in one hundred eight infants. J Pediatr. 1997; 130: 378-387. 

9. Stephan JL, Vlekova V, Le Deist F, De Saint Basile G, Donadieu J, Durandy A, et al. A retrospective single-center study of clinical presentation and outcome in 117 patients with severe combined immunodeficiency. Immunodeficiency. 1993; 4: 87-88.

10. Tasher D, Dalal I. The genetic basis of severe combined immunodeficiency and its variants. Appl Clin Genet. 2012; 5: 67-80.

11. Fischer A. Severe combined immunodeficiencies (SCID). Clin Exp Immunol. 2000; 122: 143-149.

12. Niek P van Til, Helen de Boer, Nomusa Mashamba, Agnieszka Wabik, Marshall Huston, Trudi P Visser. Correction of Murine Rag2 Severe Combined Immunodeficiency by Lentiviral Gene Therapy Using a Codon-optimized RAG2 Therapeutic Transgene. MolTher. 2012; 20: 1968–1980.

13. Corneo B, Moshous D, Güngör T, Wulffraat N, Philippet P, Le Deist FL, et al. Identical mutations in RAG1 or RAG2 genes leading to defective V(D)J recombinase activity can cause either T-B-severe combined immune deficiency or Omenn syndrome. Blood. 2001; 97: 2772-2776.

14. Geier CB, Piller A, Linder A, Sauerwein KM, Eibl MM, Wolf HM. Leaky RAG Deficiency in Adult Patients with Impaired Antibody Production against Bacterial Polysaccharide Antigens. PLoS One. 2015; 10: 0133220.

15. Sherrington PD, Forster A, Seawright A, van Heyningen V, Rabbitts TH. Human RAG2, like RAG1, is on chromosome 11 band p13 and therefore not linked to ataxia telangiectasia complementation groups. Genes Chromosomes Cancer 5: 404-406.

16. Oettinger MA, Stanger B, Schatz DG, Glaser T, Call K, Housman D, et al. The recombination activating genes, RAG 1 and RAG 2, are on chromosome 11p in humans and chromosome 2p in mice. Immunogenetics. 1992; 35: 97-101.

17. Couëdel C, Roman C, Jones A, Vezzoni P, Villa A, Cortes P, et al. Analysis of mutations from SCID and Omenn syndrome patients reveals the central role of the Rag2 PHD domain in regulating V(D)J recombination. J Clin Invest. 2010; 120: 1337–1344.

18. Kim MS, Lapkouski M, Yang W, Gellert M. Crystal structure of the V(D) J recombinase RAG1-RAG2. Nature. 2015; 518: 507-511.

19. Nicolas N, Moshous D, Cavazzana-Calvo M, Papadopoulo D, de Chasseval R, Le Deist F, et al. A Human Severe Combined Immunodeficiency (SCID) Condition with Increased Sensitivity to Ionizing Radiations and Impaired V (D) J Rearrangements Defines a New DNA Recombination/ Repair Deficiency. J Exp Med. 1998; 188: 627–634. 

20. Zhang YH, Shetty K, Surleac MD, Petrescu AJ, Schatz DG, et al. Schatz. Mapping and Quantitation of the Interaction between the Recombination Activating Gene Proteins RAG1 and RAG2. J Biol Chem. 2015; 290: 11802-11817.

21. Rivera-Munoz P, Malivert L, Derdouch S, Azerrad C, Abramowski V, Revy P, et al. DNA repair and the immune system: From V(D)J recombination to aging lymphocytes. Eur J Immunol. 2007; 37 Suppl 1: S71-82.

22. Warde-Farley D, Donaldson SL, Comes O, Zuberi K, Badrawi R, Chao P, et al. The GeneMANIA prediction server: biological network integration for gene prioritization and predicting gene function. Nucleic Acids Res. 2010; 38: 214–220.

23. Ng PC, Henikoff S. Predicting deleterious amino acid substitutions. Genome Res. 2001; 11: 863-874.

24. Ramensky V, Bork P, Sunyaev S. Human non-synonymous SNPs: server and survey. Nucleic Acids Res. 2002; 30: 3894-3900.

25. Capriotti E, Fariselli P, Casadio R. I-Mutant2.0: predicting stability changes upon mutation from the protein sequence or structure. Nucleic Acids Res. 2005; 33: 306-310. 

26. Pettersen EF, Goddard TD, Huang CC, Couch GS, Greenblatt DM, Meng EC, et al. UCSF Chimera--a visualization system for exploratory research and analysis. J Comput Chem. 2004; 25: 1605-1612.

27. Venselaar H, Te Beek TA, Kuipers RK, Hekkelman ML, Vriend G. Protein structure analysis of mutations causing inheritable diseases. An e-Science approach with life scientist friendly interfaces. BMC Bioinformatics. 2010; 11:548.

28. Bhattacharya A, Ziebath JD , Cui Y. PolymiRTS Database 3.0: Linking polymorphisms in microRNAs and their target sites with human diseases and biological pathway. Nucleic Acids Res. 42: D86-D91.

29. Kelly BT, Tam JS, Verbsky JW, Routes JM. Screening for severe combined immunodeficiency in neonates. Clin Epidemiol. 2013; 5: 363-369.

30. Abolhassani H, Wang N, Aghamohammadi A, Rezaei N, Lee YN, Frugoni F, et al. A Hypomorphic RAG1 Mutation Resulting in a Phenotype Resembling Common Variable Immunodeficiency. J Allergy Clin Immunol. 2014 Dec; 134: 1375–1380.

Ali MSAS, Tomador Siddig MZ, Elhadi RA, Yousof MR, Yousif Abdallah SE, et al. (2016) In silico Analysis of Single Nucleotide Polymorphism (SNPs) in Human RAG1 and RAG2 Genes of Severe Combined Immunodeficiency. J Bioinform, Genomics, Proteomics 1(1): 1005.

Received : 26 May 2016
Accepted : 17 Jun 2016
Published : 27 Jun 2016
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ISSN : 2573-1092
Launched : 2016
JSM Brain Science
ISSN : 2573-1289
Launched : 2016
JSM Biomarkers
ISSN : 2578-3815
Launched : 2014
JSM Biology
ISSN : 2475-9392
Launched : 2016
Archives of Stem Cell and Research
ISSN : 2578-3580
Launched : 2014
Annals of Clinical and Medical Microbiology
ISSN : 2578-3629
Launched : 2014
JSM Pediatric Surgery
ISSN : 2578-3149
Launched : 2017
Journal of Memory Disorder and Rehabilitation
ISSN : 2578-319X
Launched : 2016
JSM Tropical Medicine and Research
ISSN : 2578-3165
Launched : 2016
JSM Head and Face Medicine
ISSN : 2578-3793
Launched : 2016
JSM Cardiothoracic Surgery
ISSN : 2573-1297
Launched : 2016
JSM Bone and Joint Diseases
ISSN : 2578-3351
Launched : 2017
JSM Bioavailability and Bioequivalence
ISSN : 2641-7812
Launched : 2017
JSM Atherosclerosis
ISSN : 2573-1270
Launched : 2016
Journal of Genitourinary Disorders
ISSN : 2641-7790
Launched : 2017
Journal of Fractures and Sprains
ISSN : 2578-3831
Launched : 2016
Journal of Autism and Epilepsy
ISSN : 2641-7774
Launched : 2016
Annals of Marine Biology and Research
ISSN : 2573-105X
Launched : 2014
JSM Health Education & Primary Health Care
ISSN : 2578-3777
Launched : 2016
JSM Communication Disorders
ISSN : 2578-3807
Launched : 2016
Annals of Musculoskeletal Disorders
ISSN : 2578-3599
Launched : 2016
Annals of Virology and Research
ISSN : 2573-1122
Launched : 2014
JSM Renal Medicine
ISSN : 2573-1637
Launched : 2016
Journal of Muscle Health
ISSN : 2578-3823
Launched : 2016
JSM Genetics and Genomics
ISSN : 2334-1823
Launched : 2013
JSM Anxiety and Depression
ISSN : 2475-9139
Launched : 2016
Clinical Journal of Heart Diseases
ISSN : 2641-7766
Launched : 2016
Annals of Medicinal Chemistry and Research
ISSN : 2378-9336
Launched : 2014
JSM Pain and Management
ISSN : 2578-3378
Launched : 2016
JSM Women's Health
ISSN : 2578-3696
Launched : 2016
Clinical Research in HIV or AIDS
ISSN : 2374-0094
Launched : 2013
Journal of Endocrinology, Diabetes and Obesity
ISSN : 2333-6692
Launched : 2013
Journal of Substance Abuse and Alcoholism
ISSN : 2373-9363
Launched : 2013
JSM Neurosurgery and Spine
ISSN : 2373-9479
Launched : 2013
Journal of Liver and Clinical Research
ISSN : 2379-0830
Launched : 2014
Journal of Drug Design and Research
ISSN : 2379-089X
Launched : 2014
JSM Clinical Oncology and Research
ISSN : 2373-938X
Launched : 2013
JSM Bioinformatics, Genomics and Proteomics
ISSN : 2576-1102
Launched : 2014
JSM Chemistry
ISSN : 2334-1831
Launched : 2013
Journal of Trauma and Care
ISSN : 2573-1246
Launched : 2014
JSM Surgical Oncology and Research
ISSN : 2578-3688
Launched : 2016
Annals of Food Processing and Preservation
ISSN : 2573-1033
Launched : 2016
Journal of Radiology and Radiation Therapy
ISSN : 2333-7095
Launched : 2013
JSM Physical Medicine and Rehabilitation
ISSN : 2578-3572
Launched : 2016
Annals of Clinical Pathology
ISSN : 2373-9282
Launched : 2013
Annals of Cardiovascular Diseases
ISSN : 2641-7731
Launched : 2016
Journal of Behavior
ISSN : 2576-0076
Launched : 2016
Annals of Clinical and Experimental Metabolism
ISSN : 2572-2492
Launched : 2016
Clinical Research in Infectious Diseases
ISSN : 2379-0636
Launched : 2013
JSM Microbiology
ISSN : 2333-6455
Launched : 2013
Journal of Urology and Research
ISSN : 2379-951X
Launched : 2014
Journal of Family Medicine and Community Health
ISSN : 2379-0547
Launched : 2013
Annals of Pregnancy and Care
ISSN : 2578-336X
Launched : 2017
JSM Cell and Developmental Biology
ISSN : 2379-061X
Launched : 2013
Annals of Aquaculture and Research
ISSN : 2379-0881
Launched : 2014
Clinical Research in Pulmonology
ISSN : 2333-6625
Launched : 2013
Journal of Immunology and Clinical Research
ISSN : 2333-6714
Launched : 2013
Annals of Forensic Research and Analysis
ISSN : 2378-9476
Launched : 2014
JSM Biochemistry and Molecular Biology
ISSN : 2333-7109
Launched : 2013
Annals of Breast Cancer Research
ISSN : 2641-7685
Launched : 2016
Annals of Gerontology and Geriatric Research
ISSN : 2378-9409
Launched : 2014
Journal of Sleep Medicine and Disorders
ISSN : 2379-0822
Launched : 2014
JSM Burns and Trauma
ISSN : 2475-9406
Launched : 2016
Chemical Engineering and Process Techniques
ISSN : 2333-6633
Launched : 2013
Annals of Clinical Cytology and Pathology
ISSN : 2475-9430
Launched : 2014
JSM Allergy and Asthma
ISSN : 2573-1254
Launched : 2016
Journal of Neurological Disorders and Stroke
ISSN : 2334-2307
Launched : 2013
Annals of Sports Medicine and Research
ISSN : 2379-0571
Launched : 2014
JSM Sexual Medicine
ISSN : 2578-3718
Launched : 2016
Annals of Vascular Medicine and Research
ISSN : 2378-9344
Launched : 2014
JSM Biotechnology and Biomedical Engineering
ISSN : 2333-7117
Launched : 2013
Journal of Hematology and Transfusion
ISSN : 2333-6684
Launched : 2013
JSM Environmental Science and Ecology
ISSN : 2333-7141
Launched : 2013
Journal of Cardiology and Clinical Research
ISSN : 2333-6676
Launched : 2013
JSM Nanotechnology and Nanomedicine
ISSN : 2334-1815
Launched : 2013
Journal of Ear, Nose and Throat Disorders
ISSN : 2475-9473
Launched : 2016
JSM Ophthalmology
ISSN : 2333-6447
Launched : 2013
Journal of Pharmacology and Clinical Toxicology
ISSN : 2333-7079
Launched : 2013
Annals of Psychiatry and Mental Health
ISSN : 2374-0124
Launched : 2013
Medical Journal of Obstetrics and Gynecology
ISSN : 2333-6439
Launched : 2013
Annals of Pediatrics and Child Health
ISSN : 2373-9312
Launched : 2013
JSM Clinical Pharmaceutics
ISSN : 2379-9498
Launched : 2014
JSM Foot and Ankle
ISSN : 2475-9112
Launched : 2016
JSM Alzheimer's Disease and Related Dementia
ISSN : 2378-9565
Launched : 2014
Journal of Addiction Medicine and Therapy
ISSN : 2333-665X
Launched : 2013
Journal of Veterinary Medicine and Research
ISSN : 2378-931X
Launched : 2013
Annals of Public Health and Research
ISSN : 2378-9328
Launched : 2014
Annals of Orthopedics and Rheumatology
ISSN : 2373-9290
Launched : 2013
Journal of Clinical Nephrology and Research
ISSN : 2379-0652
Launched : 2014
Annals of Community Medicine and Practice
ISSN : 2475-9465
Launched : 2014
Annals of Biometrics and Biostatistics
ISSN : 2374-0116
Launched : 2013
JSM Clinical Case Reports
ISSN : 2373-9819
Launched : 2013
Journal of Cancer Biology and Research
ISSN : 2373-9436
Launched : 2013
Journal of Surgery and Transplantation Science
ISSN : 2379-0911
Launched : 2013
Journal of Dermatology and Clinical Research
ISSN : 2373-9371
Launched : 2013
JSM Gastroenterology and Hepatology
ISSN : 2373-9487
Launched : 2013
Annals of Nursing and Practice
ISSN : 2379-9501
Launched : 2014
JSM Dentistry
ISSN : 2333-7133
Launched : 2013
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