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Gene Polymorphisms are Associated with Eggshell Ultrastructure Organization in Hens

ABSTRACT

Background:

Eggshell ultrastructure organization, including effective layer thickness, mammillary layer thickness, and average size of mammillary cones, is important for breeding and significantly influences eggshell mechanical properties. Several matrix proteins were known to be important in eggshell formation. However, the proteins and variations that determine eggshell ultrastructure organization are not known.

Results:

In this study, 17 single-nucleotide polymorphisms of three major genes in a hen population using matrix-assisted laser desorption/ionization time-of-flight mass spectrometry. Five single-nucleotide polymorphisms with a very low minor allele frequency (< 1%) were excluded from further analysis. The remaining 12 single-nucleotide polymorphisms in Hardy-Weinberg equilibrium were used for analysis of associations with eggshell ultrastructure organization. Associations were found for (i) ovocleidin-116 with effective layer thickness (EFF), mammillary layer thickness (MAM), and average size of mammillary cones (SMAM); (ii) ovalbumin with eggshell thickness (ESH), effective layer thickness, and density of the mammillary cone (DMAM); and (iii) calmodulin1 with density of the mammillary cone.

Conclusions:

The single-nucleotide polymorphisms identified in the present study may be used as potential markers to improve eggshell quality.

Keywords:
Calmodulin1; eggshell ultrastructure organization; ovalbumin; ovocleidin-116

INTRODUCTION

The eggshell is a complex bioceramic that provides protection against physical damage and promotes embryo development (Burley & Vadehra, 1989Burley R, Vadehra D. The albumen: chemistry. In: Burley R, Vadehra D, editors. The avian egg: chemistry and biology. New York: Wiley; 1989. p. 65-128.). Eggshell quality is affected by many factors, including genetics, disease, nutrition, and environmental conditions (Roberts, 2004Roberts JR. Factors affecting egg internal quality and egg shell quality in laying hens. The Journal of Poultry Science 2004; 41(3):161-77.). Previous studies have shown that eggshell ultrastructure organization, including eggshell thickness and mammillary layer thickness, influences both eggshell quality and egg hatchability. In addition, mammillary cone size contributes to the mechanical properties of the eggshell (Liao et al., 2013Liao B, Qiao H, Zhao X, Bao M, Liu L, Zheng C, Li CF, Ning ZH. Influence of eggshell ultrastructural organization on hatchability. Poultry Science 2013; 92(8):2236-9.). Thus, appropriate eggshell ultrastructure organization is critical for eggshell quality in hens.

Egg calcification occurs in the uterine fluid over three distinct phases (initiation, active calcification, and termination of shell calcification) (Nys et al., 2004Nys Y, Gautron J, Garcia-Ruiz JM, Hincke MT. Avian eggshell mineralization: biochemical and functional characterization of matrix proteins. Comptes Rendus Palevol 2004; 3(6):549-62.). Numerous matrix genes involved in eggshell formation have been intensively studied (Gautron et al., 2001Gautron J, Hincke MT, Mann K, Panheleux M, Bain M, McKee MD, Solomon SE, Nys Y. Ovocalyxin-32, a novel chicken eggshell matrix protein. Isolation, amino acid sequencing, cloning, and immunocytochemical localization. The Journal of Biological Chemistry 2001; 276(42):39243-52.; Hincke, 1995Hincke MT. Ovalbumin is a component of the chicken eggshell matrix. Connective Tissue Research 1995; 31(3):227-33.; Hincke et al ., 1999; Nys et al ., 2004). Ovocleidin-116 (OC-116) is the most abundant eggshell matrix protein. OC-116 is synthesized and secreted by the granular cells of the uterine epithelium and it is widely distributed throughout the palisade region of the calcified eggshell. Thus, OC-116 is a promising candidate molecule for the regulation of calcite growth during the active calcification phase of shell formation (Hincke et al ., 1999). Ovalbumin is present in the uterine fluid and is primarily localized in the mammillary knobs of the eggshell (Hincke, 1995). Moreover, ovalbumin is predominant during the initial phase of the eggshell formation process (Panheleux et al., 1999Panheleux M, Bain M, Fernandez M, Morales I, Gautron J, Arias J, Solomon SE, Hincke MT, Nys Y. Organic matrix composition and ultrastructure of eggshell: a comparative study. British Poultry Science 1999; 40(2):240-52.) and it is critical for the maintenance and function of the shell gland (Nys et al ., 2004). Finally, calmodulin1 (CALM1) is a calcium-binding protein involved in eggshell formation and is thought to play a role in calcium ion transportation (Jonchère et al., 2010Jonchère V, Réhault-Godbert S, Hennequet-Antier C, Cabau C, Sibut V, Cogburn LA, Nys Y, Gautron J. Gene expression profiling to identify eggshell proteins involved in physical defense of the chicken egg. BMC Genomics 2010; 11:57.). Association studies have shown that specific alleles of these candidate genes are correlated with measurements of eggshell quality (Dunn et al., 2009Dunn I, Joseph N, Bain M, Edmond A, Wilson P, Milona P, Nys Y, Gautron J, Schmutz M, Preisinger R, Waddington D. Polymorphisms in eggshell organic matrix genes are associated with eggshell quality measurements in pedigree Rhode Island Red hens. Animal Genetics 2009; 40(1):110-4.).

Therefore, in this study, we aimed at determining if single-nucleotide polymorphisms (SNPs) in OC-116, ovalbumin, and CALM1 were associated with characteristics of eggshell ultrastructure organization in chickens.

MATERIAL AND METHODS

Sample collection

Pureline Rhode Island White layers (n = 384) from 40 half-sib families (one cock mating 9 to 10 hens), representing the sixth generation of a pedigree line from Beijing Zhongnongbangyang Poultry Breeding Co. Ltd., China, were used for this study.

All hens were caged individually in an automated environmental control poultry house and managed under conventional conditions. Commercial diets were provided ad libitum . The house was automatically ventilated to maintain ambient temperature between 20 and 28°C. A photoperiod of 16 h light: 8 h dark at light intensity of 15 lx was applied. The sexual maturity age of the flock was 136 days (50% laying rate), and average egg weight and laying rate in week 56 were 59.7 g and 77.8%, respectively. When the hens reached 57 weeks of age, eggs were collected during three consecutive days to ensure at least one egg per hen, and 1.5 mL of whole blood was individually collected by venipuncture. This protocol was approved by the Animal Care and Use Committee of China Agricultural University (permit number: SYXK 2007-0023).

Scanning electron microscopy (SEM)

The eggs were broken, and egg whites and yolks were removed. To facilitate membrane removal, eggshells were boiled in 2% NaOH for 10 min. Shell thickness (after removing the eggshell membrane, ESH), effective layer thickness (palisade layer and vertical crystal layer, EFF), and mammillary layer thickness (MAM) were measured by SEM (Panheleux et al., 1999Panheleux M, Bain M, Fernandez M, Morales I, Gautron J, Arias J, Solomon SE, Hincke MT, Nys Y. Organic matrix composition and ultrastructure of eggshell: a comparative study. British Poultry Science 1999; 40(2):240-52.) at the equatorial region of the eggshell of each egg. The average size of mammillary cones (SMAM) was calculated, using two-dimensional images, as s = L/n, where n is the number of mammillary cones at the intersecting line, and L is the length of the intersecting line (DeHoff & Rhines, 1968DeHoff RT, Rhines FN. Quantitative microscopy. New York: McGraw-Hill; 1968.). The density of the mammillary cone (DMAM) was calculated as d = c/A, where c is the number of mammillary cones within the field of view, and A is the area of the field.

SNPs and genotyping

Genomic DNA was extracted from the blood samples using a standard phenol-chloroform method and then quantified using a NanoDrop spectrophotometer (GE Healthcare Life Sciences, Uppsala, Sweden). The final concentrations ranged from 2 to 10 ng/μL. Seventeen SNPs in three genes (CALM1, ovalbumin, and OC-116) were selected from the UCSC database (http://genome.ucsc.edu/cgi-bin/hgGateway), from the ensemble database at (http://asia.ensembl.org/index.html), and from the preliminary experiment, which included nine registered SNPs and three unregistered SNPs, from the SNP database (Table 1) (five SNPs out of Hardy-Weinberg equilibrium removed). Genotyping of 384 birds was performed using matrix-assisted laser desorption-ionization time-of-flight mass spectrometry on a Mass ARRAY iPLEX Platform (Sequenom, San Diego, CA, USA).

Table 1
Details of the genes and SNPs examined in this study

Statistical analysis

Values of the individual records of eggshell ultrastructure organization traits (i.e., ESH, MAM, EFF, SMAM, DMAM) outside the range of the mean ± three standard deviations were discarded. The Hardy-Weinberg equilibrium of genotypes was analyzed using Chi-square (χ2) tests. SNPs that deviated from the Hardy-Weinberg equilibrium were excluded. SNPs with a genotype call rate of less than 85% and minor allele frequency (MAF) of less than 1% across all individuals were discarded. The association of the remaining SNPs with eggshell ultrastructure organization traits was assessed using the GLM procedure of SAS statistical package (version 9.2, SAS Institute Inc., Cary, NC, USA). The following model was applied:

Yij = μ + Gi + eij

where Yij represents the observed values of the traits, μ is the population mean, Gi is the effect of SNP, and eij are the residual errors.

RESULTS AND DISCUSSION

Phenotypic analysis and SNP summary

Detailed information on the selected candidate genes and the selected SNPs in the present study is shown in Table 1. Descriptive statistics of the eggshell ultrastructure organization traits are presented in Table 2. Genotype quality control and data filtering resulted in the removal of five SNPs, and the remaining 12 SNPs presented genotype call rates of more than 85% and MAFs of less than 1%, and were further analyzed. Association analysis revealed that 10 SNPs from three genes were significantly associated with eggshell ultrastructure organization traits, as shown in Table 3.

Table 2
Descriptive statistics for chicken eggshell ultrastructure organization traits
Table 3
Means of eggshell traits among SNPs genotypes the evaluated genes

Eggshell ultrastructure organization traits

The coefficients of variation of ESH, MAM, EFF and DMAM were about 10%, and 24.58% for SMAM, which may partially explained by the variation of the SNPs in ovocleidin-116, ovalbumin and calmodulin1 genes.

Ovocleidin-116

OC-116 is a major component of the chicken eggshell matrix and plays an important role in calcite growth during eggshell calcification (Hincke et al., 1999Hincke MT, Gautron J, Tsang CP, McKee MD, Nys Y. Molecular cloning and ultrastructural localization of the core protein of an eggshell matrix proteoglycan, ovocleidin-116. The Journal of Biological Chemistry 1999; 274(46):32915-23.). SNPs in OC-116 are significantly associated with eggshell elastic modulus and thickness, as well as with egg shape (Dunn et al., 2009Dunn I, Joseph N, Bain M, Edmond A, Wilson P, Milona P, Nys Y, Gautron J, Schmutz M, Preisinger R, Waddington D. Polymorphisms in eggshell organic matrix genes are associated with eggshell quality measurements in pedigree Rhode Island Red hens. Animal Genetics 2009; 40(1):110-4.). In the current study, the association analysis revealed that four SNPs in the OC-116 gene were significantly associated with EFF, MAM, and SMAM in chickens, as shown in Table 3. In addition, the four SNPs caused missense mutations in the amino acids in exon 4. For rs313064671, chickens with the AA genotype had significantly thicker EFFs than those with the CA genotype (p<0.05); this particular SNP caused an amino acid variation that changed a hydrophilic threonine into a conserved hydrophobic proline. Both rs317191671 and rs316353058 were significantly associated with SMAM (p<0.05). For rs317191671, the CC genotype was significantly more frequent than the CA genotype, and the amino acid changed from proline into threonine. For rs316353058, chickens with the CC and TT genotypes had significantly thicker SMAMs than chickens with the CT genotype. When CC was mutated into CT, the amino acid alanine changed to valine at this position. For rs16400775, chickens with the AA genotype had significantly thicker SMAMs than those with the AG genotype (p< 0.01), and AA individuals exhibited significantly thicker MAMs than AG and GG individuals, indicating that the A allele was favorable for mammillary cones. This SNP caused a missense mutation resulting in a change from histidine to arginine. Importantly, these three SNP (rs313064671, rs317191671, and rs316353058) of the OC-116 gene were in the conserved domain (http://asia.ensembl.org/Gallus_gallus/Transcript/Domains), suggesting that these SNPs may alter the structure of the conserved domain and affect protein function during the initial phase of shell mineralization (Jiang et al., 2010Jiang R, Xie Z, Chen X, Geng Z. A single nucleotide polymorphism in the parathyroid hormone gene and effects on eggshell quality in chickens. Poultry Science 2010; 89(10):2101-5.).

Ovalbumin

Ovalbumin was the first egg white protein identified in the shell matrix by N-terminal amino acid sequencing and immunochemistry (Hincke, 1995Hincke MT. Ovalbumin is a component of the chicken eggshell matrix. Connective Tissue Research 1995; 31(3):227-33.). This protein is localized in the mammillary knobs of the eggshell (Hincke, 1995) and functions to increase the Ca2+ concentration of nucleation centers in the initial steps of mineralization by binding between carboxylate groups of ovalbumin and calcium ions on the CaCO3 surface (Pipich et al., 2008Pipich V, Balz M, Wolf SE, Tremel W, Schwahn D. Nucleation and growth of CaCO3 mediated by the egg-white protein ovalbumin: a time-resolved in situ study using small-angle neutron scattering. Journal of the American Chemical Society 2008; 130(21):6879-92.; Schwahn et al., 2004Schwahn D, Balz M, Tremel W. Crystallization of the CaCO3 mineral in the presence of the protein ovalbumin. Physica B: Condensed Matter 2004; 350:E947-9., Wang et al., 2009Wang X, Kong R, Pan X, Xu H, Xia D, Shan H, Lu JR. Role of ovalbumin in the stabilization of metastable vaterite in calcium carbonate biomineralization. The Journal of Physical Chemistry B 2009; 113(26):8975-82.). Recent studies have shown that polymorphisms in the ovalbumin gene are significantly associated with breaking strength and shell thickness in Rhode Island Red hens (Dunn et al., 2009Dunn I, Joseph N, Bain M, Edmond A, Wilson P, Milona P, Nys Y, Gautron J, Schmutz M, Preisinger R, Waddington D. Polymorphisms in eggshell organic matrix genes are associated with eggshell quality measurements in pedigree Rhode Island Red hens. Animal Genetics 2009; 40(1):110-4.). In the present study, we found that the CT genotype was significantly more frequent than the CC genotype (p< 0.05) in RS1, a new SNP that was significantly associated with EFF. In rs16030727, hens with the CT genotype had significantly thicker ESHs (p<0.01) and EFFs (p<0.05) than those with the TT genotype, whereas hens with the CT genotype had significantly lower DMAMs than those with the TT genotype (p< 0.05; Table 3). Burgess et al. (1992Burgess SK, Carey DM, Oxendine SL. Novel protein inhibits in vitro precipitation of calcium carbonate. Archives of Biochemistry and Biophysics 1992; 297(2):383-7.) demonstrated that ovalbumin does not influence crystal morphology, but slightly accelerates the nucleation of calcium carbonate in an in vitro precipitation assay. In contrast, Pipich et al . (2008) reported that the crystallization process starts immediately in the absence of ovalbumin and yields crystallites, with amorphous calcium carbonate particles formed within minutes after initiation. Moreover, ovalbumin may modify the morphology of calcite crystals and retard the transformation of unstable crystalline vaterites into more stable calcites in a concentration-dependent manner (Wang et al. , 2009; Wang et al. , 2010). Thus, our data further support that ovalbumin influences nucleation and initial mineralization. Because all four SNPs in ovalbumin examined in the study were in the 3' untranslated region (UTR) and 5'UTR, which may influence the regulation of ovalbumin expression, these SNPs may affect ovalbumin function during initial mineralization and alter the morphology of calcite crystals and vaterites.

CALM1

The CALM1 gene encodes calmodulin (CaM), a ubiquitous eukaryotic calcium-binding protein, which is one of the main mediators of the calcium signal (Carafoli, 1987Carafoli E. Intracellular calcium homeostasis. Annual Review of Biochemistry 1987; 56:395-433.), and plays an important role in intercellular communication, cell movement, cell differentiation, cell proliferation, and other physiological and biochemical activities (Hanley et al., 1990Hanley RM, Shenolikar S, Pollack J, Steplock D, Weinman EJ. Identification of calcium-calmodulin multifunctional protein kinase II in rabbit kidney. Kidney International 1990; 38:63-6.). In humans, two SNPs (rs12885713 [-16C > T] and rs5871) in the CALM1 gene have been shown to be predisposing factors for adolescent idiopathic scoliosis (Zhao et al., 2009Zhao D, Qiu GX, Wang YP, Zhang JG, Shen JX, Wu ZH, Wang H. Association of calmodulin1 gene polymorphisms with susceptibility to adolescent idiopathic scoliosis. Orthopaedic Surgery 2009; 1(1):58-65.). However, few studies have examined the role of CALM1 in poultry.

In the current study, we found, for the first time, that four SNPs in the CALM1 gene were significantly associated with the DMAM trait in chickens, as shown in Table 3. For rs315208191 and snp.2.515.5438.S.2, individuals with the TT genotype had higher DMAMs than those with the CT genotype. Hens with rs316353058 CC and TT genotypes had significantly greater DMAMs than those with the CT genotype. Additionally, in RS20, chickens with the CC genotype had significantly greater DMAMs than those with the CT genotype. These results indicate that heterozygosity of CALM1 resulted in lower DMAMs compared with homozygosity.

In proteomic analysis of eggshells, CaM protein has been shown to exhibit moderate expression (Mann et al., 2006Mann K, Macek B, Olsen JV. Proteomic analysis of the acid-soluble organic matrix of the chicken calcified eggshell layer. Proteomics 2006; 6(13):3801-10.). Moreover, it was demonstrated that Ca2+-calmodulin-dependent protein kinase II is expressed in the calcified eggshell of layers during the early stages of eggshell precipitation (Liu et al., 2013Liu Z, Zheng Q, Zhang X, Lu L. Microarray analysis of genes involved with shell strength in layer shell gland at the early stage of active calcification. Asian-Australasian Journal of Animal Sciences 2013; 26(5):609-24.; Mann et al. , 2007), indicating that the CALM1 gene may play an important role in mediating eggshell mineralization. Sun et al. (2013Sun C, Xu G, Yang N. Differential label-free quantitative proteomic analysis of avian eggshell matrix and uterine fluid proteins associated with eggshell mechanical property. Proteomics 2013; 13(23-24):3523-36.) reported that CaM is expressed in the uterine fluids of both strong and weak eggs, and it is not expressed in strong or weak eggshells. Taken together, these studies show that the CALM1 gene may not be abundantly expressed during eggshell mineralization, which would explain why we could not always detect the CALM1 gene in the eggshells. CALM1 may act as an eggshell structure regulatory protein during eggshell formation. Thus, we hypothesized that the four SNPs in the CALM1 gene may affect the formation of the eggshell.

In summary, we found that three genes were strongly associated with chicken eggshell ultrastructure organization. The OC-116 gene was important for ESH, EFF, and SMAM; ovalbumin was important for ESH, EFF, and DMAM; and CALM1 was important for DMAM. The SNPs identified in the present study may be used as potential molecular genetic markers in layer breeding. Further studies with more birds and different breeding flocks are needed to validate the SNPs and linkage analyses performed to definitively demonstrate the functions of these SNPs in eggshell ultrastructure organization and hatchability. Such studies may reveal potential molecular markers for the selection for hatchability.

ACKNOWLEDGEMENTS

The current research was funded by the National System for Layer Production Technology of China (nycytx-41-k22).

REFERENCES

  • Burgess SK, Carey DM, Oxendine SL. Novel protein inhibits in vitro precipitation of calcium carbonate. Archives of Biochemistry and Biophysics 1992; 297(2):383-7.
  • Burley R, Vadehra D. The albumen: chemistry. In: Burley R, Vadehra D, editors. The avian egg: chemistry and biology. New York: Wiley; 1989. p. 65-128.
  • Carafoli E. Intracellular calcium homeostasis. Annual Review of Biochemistry 1987; 56:395-433.
  • DeHoff RT, Rhines FN. Quantitative microscopy. New York: McGraw-Hill; 1968.
  • Dunn I, Joseph N, Bain M, Edmond A, Wilson P, Milona P, Nys Y, Gautron J, Schmutz M, Preisinger R, Waddington D. Polymorphisms in eggshell organic matrix genes are associated with eggshell quality measurements in pedigree Rhode Island Red hens. Animal Genetics 2009; 40(1):110-4.
  • Gautron J, Hincke MT, Mann K, Panheleux M, Bain M, McKee MD, Solomon SE, Nys Y. Ovocalyxin-32, a novel chicken eggshell matrix protein. Isolation, amino acid sequencing, cloning, and immunocytochemical localization. The Journal of Biological Chemistry 2001; 276(42):39243-52.
  • Hanley RM, Shenolikar S, Pollack J, Steplock D, Weinman EJ. Identification of calcium-calmodulin multifunctional protein kinase II in rabbit kidney. Kidney International 1990; 38:63-6.
  • Hincke MT. Ovalbumin is a component of the chicken eggshell matrix. Connective Tissue Research 1995; 31(3):227-33.
  • Hincke MT, Gautron J, Tsang CP, McKee MD, Nys Y. Molecular cloning and ultrastructural localization of the core protein of an eggshell matrix proteoglycan, ovocleidin-116. The Journal of Biological Chemistry 1999; 274(46):32915-23.
  • Jiang R, Xie Z, Chen X, Geng Z. A single nucleotide polymorphism in the parathyroid hormone gene and effects on eggshell quality in chickens. Poultry Science 2010; 89(10):2101-5.
  • Jonchère V, Réhault-Godbert S, Hennequet-Antier C, Cabau C, Sibut V, Cogburn LA, Nys Y, Gautron J. Gene expression profiling to identify eggshell proteins involved in physical defense of the chicken egg. BMC Genomics 2010; 11:57.
  • Liao B, Qiao H, Zhao X, Bao M, Liu L, Zheng C, Li CF, Ning ZH. Influence of eggshell ultrastructural organization on hatchability. Poultry Science 2013; 92(8):2236-9.
  • Liu Z, Zheng Q, Zhang X, Lu L. Microarray analysis of genes involved with shell strength in layer shell gland at the early stage of active calcification. Asian-Australasian Journal of Animal Sciences 2013; 26(5):609-24.
  • Mann K, Macek B, Olsen JV. Proteomic analysis of the acid-soluble organic matrix of the chicken calcified eggshell layer. Proteomics 2006; 6(13):3801-10.
  • Mann K, Olsen JV, Macek B, Gnad F, Mann M. Phosphoproteins of the chicken eggshell calcified layer. Proteomics 2007; 7(1):106-15.
  • Nys Y, Gautron J, Garcia-Ruiz JM, Hincke MT. Avian eggshell mineralization: biochemical and functional characterization of matrix proteins. Comptes Rendus Palevol 2004; 3(6):549-62.
  • Panheleux M, Bain M, Fernandez M, Morales I, Gautron J, Arias J, Solomon SE, Hincke MT, Nys Y. Organic matrix composition and ultrastructure of eggshell: a comparative study. British Poultry Science 1999; 40(2):240-52.
  • Pipich V, Balz M, Wolf SE, Tremel W, Schwahn D. Nucleation and growth of CaCO3 mediated by the egg-white protein ovalbumin: a time-resolved in situ study using small-angle neutron scattering. Journal of the American Chemical Society 2008; 130(21):6879-92.
  • Roberts JR. Factors affecting egg internal quality and egg shell quality in laying hens. The Journal of Poultry Science 2004; 41(3):161-77.
  • Schwahn D, Balz M, Tremel W. Crystallization of the CaCO3 mineral in the presence of the protein ovalbumin. Physica B: Condensed Matter 2004; 350:E947-9.
  • Sun C, Xu G, Yang N. Differential label-free quantitative proteomic analysis of avian eggshell matrix and uterine fluid proteins associated with eggshell mechanical property. Proteomics 2013; 13(23-24):3523-36.
  • Wang X, Kong R, Pan X, Xu H, Xia D, Shan H, Lu JR. Role of ovalbumin in the stabilization of metastable vaterite in calcium carbonate biomineralization. The Journal of Physical Chemistry B 2009; 113(26):8975-82.
  • Wang X, Wu C, Tao K, Zhao K, Wang J, Xu H, Xia D, Shan H, Lu JR. Influence of ovalbumin on CaCO3 precipitation during in vitro biomineralization. The Journal of Physical Chemistry B 2010; 114(16):5301-8.
  • Zhao D, Qiu GX, Wang YP, Zhang JG, Shen JX, Wu ZH, Wang H. Association of calmodulin1 gene polymorphisms with susceptibility to adolescent idiopathic scoliosis. Orthopaedic Surgery 2009; 1(1):58-65.

Publication Dates

  • Publication in this collection
    Jan-Mar 2017

History

  • Received
    Sept 2016
  • Accepted
    Oct 2016
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