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Bone & Joint Research
Vol. 12, Issue 1 | Pages 80 - 90
20 Jan 2023
Xu J Si H Zeng Y Wu Y Zhang S Liu Y Li M Shen B

Aims. Degenerative cervical spondylosis (DCS) is a common musculoskeletal disease that encompasses a wide range of progressive degenerative changes and affects all components of the cervical spine. DCS imposes very large social and economic burdens. However, its genetic basis remains elusive. Methods. Predicted whole-blood and skeletal muscle gene expression and genome-wide association study (GWAS) data from a DCS database were integrated, and functional summary-based imputation (FUSION) software was used on the integrated data. A transcriptome-wide association study (TWAS) was conducted using FUSION software to assess the association between predicted gene expression and DCS risk. The TWAS-identified genes were verified via comparison with differentially expressed genes (DEGs) in DCS RNA expression profiles in the Gene Expression Omnibus (GEO) (Accession Number: GSE153761). The Functional Mapping and Annotation (FUMA) tool for genome-wide association studies and Meta tools were used for gene functional enrichment and annotation analysis. Results. The TWAS detected 420 DCS genes with p < 0.05 in skeletal muscle, such as ribosomal protein S15A (RPS15A) (PTWAS = 0.001), and 110 genes in whole blood, such as selectin L (SELL) (PTWAS = 0.001). Comparison with the DCS RNA expression profile identified 12 common genes, including Apelin Receptor (APLNR) (PTWAS = 0.001, PDEG = 0.025). In total, 148 DCS-enriched Gene Ontology (GO) terms were identified, such as mast cell degranulation (GO:0043303); 15 DCS-enriched Kyoto Encyclopedia of Genes and Genomes (KEGG) pathways were identified, such as the sphingolipid signalling pathway (ko04071). Nine terms, such as degradation of the extracellular matrix (R-HSA-1474228), were common to the TWAS enrichment results and the RNA expression profile. Conclusion. Our results identify putative susceptibility genes; these findings provide new ideas for exploration of the genetic mechanism of DCS development and new targets for preclinical intervention and clinical treatment. Cite this article: Bone Joint Res 2023;12(1):80–90


Bone & Joint Research
Vol. 12, Issue 6 | Pages 387 - 396
26 Jun 2023
Xu J Si H Zeng Y Wu Y Zhang S Shen B

Aims. Lumbar spinal stenosis (LSS) is a common skeletal system disease that has been partly attributed to genetic variation. However, the correlation between genetic variation and pathological changes in LSS is insufficient, and it is difficult to provide a reference for the early diagnosis and treatment of the disease. Methods. We conducted a transcriptome-wide association study (TWAS) of spinal canal stenosis by integrating genome-wide association study summary statistics (including 661 cases and 178,065 controls) derived from Biobank Japan, and pre-computed gene expression weights of skeletal muscle and whole blood implemented in FUSION software. To verify the TWAS results, the candidate genes were furthered compared with messenger RNA (mRNA) expression profiles of LSS to screen for common genes. Finally, Metascape software was used to perform enrichment analysis of the candidate genes and common genes. Results. TWAS identified 295 genes with permutation p-values < 0.05 for skeletal muscle and 79 genes associated for the whole blood, such as RCHY1 (PTWAS = 0.001). Those genes were enriched in 112 gene ontology (GO) terms and five Kyoto Encyclopedia of Genes and Genomes pathways, such as ‘chemical carcinogenesis - reactive oxygen species’ (LogP value = −2.139). Further comparing the TWAS significant genes with the differentially expressed genes identified by mRNA expression profiles of LSS found 18 overlapped genes, such as interleukin 15 receptor subunit alpha (IL15RA) (PTWAS = 0.040, PmRNA = 0.010). Moreover, 71 common GO terms were detected for the enrichment results of TWAS and mRNA expression profiles, such as negative regulation of cell differentiation (LogP value = −2.811). Conclusion. This study revealed the genetic mechanism behind the pathological changes in LSS, and may provide novel insights for the early diagnosis and intervention of LSS. Cite this article: Bone Joint Res 2023;12(6):387–396


Orthopaedic Proceedings
Vol. 101-B, Issue SUPP_9 | Pages 24 - 24
1 Sep 2019
Freidin M Kraatari M Skarp S Määttä J Kettunen J Niinimäki J Karppinen J Männikkö M Williams F
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Objective. Modic changes (MC), a form of intervertebral disc degeneration visible as subchondral and vertebral bone marrow changes on spine magnetic resonance (MR), are known to be associated with low back pain. This study aimed to identify genes contributing to the development of MC using genome-wide association study. Methods. Presence of MC was evaluated in lumbar MR images in the Northern Finland Birth Cohort 1966 (NFBC1966, N=1182) and TwinsUK (N=647). Genome-wide association analyses were carried out in the cohorts separately using a linear regression model fitted to test for additive effects of SNPs and adjusting for age, sex, BMI, and either family relatedness via a kinship matrix (TwinsUK) or population stratification using principal components (NFBC1966). Meta-analysis of the two studies was carried out using the inverse-variance weighting approach. Results. A locus associated with MC reaching genome-wide significance (p<5e-8) was found on chromosome 9 with the lead SNP rs1934268 in intron 6 of the PTPRD gene. The SNP is located in the region of binding for a number of transcription factors which are involved in the development of the musculoskeletal system and spine cord. Conclusions. The first GWAS of MC has identified a likely functional intronic locus in PTPRD on chromosome 9 implicating musculoskeletal development. This work sheds light on the genesis of MC and paves the way for further studies on the shared genetic factors underlying the various features of spine degeneration. No conflicts of interest. Sources of Funding: The study was supported by EU FP7 project PainOMICs (grant agreement #602736), University of Oulu (grant #24000692), Oulu University Hospital (grant #24301140), and the European Regional Development Fund (grant # 539/2010 A31592). MBF, MK, and SS contributed equally to this study


Orthopaedic Proceedings
Vol. 101-B, Issue SUPP_9 | Pages 26 - 26
1 Sep 2019
Freidin M Aulchenko Y Lauc G Williams F
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Objective. Low back pain (LBP) is a common debilitating condition with great socioeconomic impact. Identifying individuals at risk of LBP is challenging. We have shown IgG N-glycans are associated with LBP. Herewith, we used polygenic risk scores (PRS) from IgG-glycome to test predictability for LBP. Methods. Clusters of IgG-glycans were identified using weighted correlation network approach in TwinsUK (n = 4246). Genome-wide association studies were carried out for the clusters and top associated SNPs (p<5e-8) were extracted. Weighted PRS was calculated as the sum of the number of copies of effect allele from GWAS multiplied by their effect size using the UK Biobank data (n = 350000). The predictive capacity of the PRS for back pain in UK Biobank was estimated using logistic regression. Results. Multiple SNPs were found to be associated with the glycan clusters near genes known to be involved in glycosylation and the inflammatory response (e.g. ST6GAL1, B4GALT1, FUT8). A total of 175 SNPs was used to calculate weighted PRS. In UK Biobank the PRS was a statically significant, but poor, predictor of the risk of back pain (β = 0.126±0.050, p = 0.015, R. 2. = 2.6e-5). The SNPs on chromosome 14 in regulatory regions of FUT8 gene, one of the key governors of core fucosylation, were found to be significantly associated with back pain in UK Biobank (FDR-adjusted p-value < 0.05). Conclusions. These pilot data suggest that genetic component of glycosylation may be associated with the risk of LBP; however, its predictive ability is poor. Conflict of Interest: YSA is a co-owner of Maatschap PolyOmica. GL is a founder and CEO of Genos Glycoscience Research Laboratory. MBF and FMKW declare no conflict of interests. Sources of Funding: The research has been supported by the EC FP7 project PainOmics (grant agreement #602736) and conducted using the UK Biobank Resource (project # 18219)


Orthopaedic Proceedings
Vol. 101-B, Issue SUPP_9 | Pages 25 - 25
1 Sep 2019
Williams F Palmer M Tsepilov Y Freidin M Boer C Yau M Evans D Gelemanovic A Bartz T Nethander M Arbeeva L Karssen L Neogi T Campbell A Mellstrom D Ohlsson C Marshall L Orwoll E Uitterlinden A Rotter J Lauc G Psaty B Karlsson M Lane N Jarvik G Polasek O Hochberg M Jordan J van Meurs J Jackson R Nielson C Mitchell B Smith B Hayward C Smith N Aulchenko Y Suri P
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Purpose. Back pain is the primary cause of disability worldwide yet surprisingly little is known of the underlying pathobiology. We conducted a genome-wide association study (GWAS) meta-analysis of chronic back pain (CBP). Adults of European ancestry from 15 cohorts in the Cohorts for Heart and Aging Research in Genomic Epidemiology (CHARGE) consortium, and UK Biobank were studied. Methods. CBP cases were defined as reporting back pain present for ≥3–6 months; non-cases were included as comparisons (“controls”). Each cohort conducted genotyping followed by imputation. GWAS used logistic regression with additive genetic effects adjusting for age, sex, study-specific covariates, and population substructure. Suggestive (p<5×10. –7. ) & genome-wide significant (p<5×10. –8. ) variants were carried forward for replication in an independent sample of UK Biobank participants. Discovery sample n = 158,025 individuals, including 29,531 CBP cases. Results. Genome-wide significant association was found for intron variant rs12310519 in SOX5 (OR=1.08, p=7.2×10. −10. ). This was replicated in the independent sample n = 283,752, comprising 50,915 cases (OR 1.06, p=5.3×10. −11. ); in joint meta-analysis OR=1.07, p=4.5×10. −19. exceeding genome-wide significance. We found three other suggestive associations in discovery, two of which exceeded genome-wide significance in joint meta-analysis: an intergenic variant rs7833174 located between CCDC26 and GSDMC (OR 1.05, p=4.4×10. −13. ), and an intron variant, rs4384683, in DCC (OR 0.97, p=2.4×10. −10. ). Conclusion. We have identified and replicated a genetic locus associated with CBP (SOX5). We also identified 2 other loci that reached genome-wide significance in a 2-stage joint meta-analysis (CCDC26/GSDMC and DCC) which will shed light on the pathogenic mechanisms underlying CBP. Conflicts of interest: YA and LK are owners of Maatschap PolyOmica. This study was supported by the European Community's Seventh Framework Programme funded project PainOmics (Grant agreement n. 602736) and conducted using the UK Biobank Resource (project # 18219). CHARGE and other cohort-specific funding sources to be submitted- see below


Orthopaedic Proceedings
Vol. 94-B, Issue SUPP_XXVII | Pages 39 - 39
1 Jun 2012
Fan Y Cheung KMC Chan D Cheung W Cheah KSE Sham P Luk KDK Song Y
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Introduction. The cause of adolescent idiopathic scoliosis (AIS) is still not known. Although several candidate gene studies and linkage analyses have been done, no causal relationship has yet been established. To our knowledge, we report the first case-control based genome-wide association study (GWAS) for this trait. Methods. The study was undertaken in a set of 196 cases with a specific AIS phenotype (based on Lenke's classification) in southern China, and in 401 controls without radiological evidence of scoliosis. Results. Two single-nucleotide polymorphisms (SNPs) on one particular chromosome showed marginal significant association (snp1: p=1·32×10–6, odds ratio=0·52; snp2: p=1·23×10–5, odds ratio=0·55). Imputation results suggested that three more SNPs in this region showed significant association (snp3: p=2·47×10–7, odds ratio=0·49; snp4 and snp5: p=1·68×10–6, odds ratio=0·53). Conclusions. Despite the small number of cases and controls, the strength of this study is in the use of a specific phenotype and that all controls were mature individuals with radiological confirmation of straight spines. We believe that these factors have contributed to the success of the GWAS. Our findings offer the potential to explore the pathogenesis of AIS with GWAS


Orthopaedic Proceedings
Vol. 94-B, Issue SUPP_XXVII | Pages 46 - 46
1 Jun 2012
Wise C Sharma S Gao X Londono D Mauldin KN Brandon J King V Zhang D Gordon D Herring J
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Introduction. Adolescent idiopathic scoliosis (AIS) is the most common paediatric spinal deformity, affecting about 3% of school-aged children worldwide. This disorder occurs in otherwise healthy children who bear no obvious deficiencies in the components of the spinal column itself. The cause of AIS is poorly understood, as is implied by the name. Lesions of the bony composition of the vertebrae, the vertebral endplates, the paraspinous muscles, or the neurological system each have been proposed to explain disease pathogenesis. Progress has been hampered by the absence of an obvious AIS animal model. Consequently we have used genetic studies in human populations to identify factors underlying AIS susceptibility. The complex inheritance and population frequency of AIS suggest that many genetic factors are involved in this disease. To search comprehensively for such factors we previously undertook the first genome-wide association study (GWAS) of AIS susceptibility in a cohort of 419 families in Texas, USA. We found that chromosome 3 SNPs in the proximity of the CHL1 gene yielded strongest results, which we replicated in additional cohorts (rs10510181 OR 1·49, 95% CI 1·29–173, p=2·58×10–8). CHL1 is of interest because it encodes an axon guidance protein and is functionally related to the ROBO3 gene that causes hereditary gaze palsy with progressive scoliosis (HGPPS), a rare disease marked by severe scoliosis. Here we expanded the study to 702 Texas families. Methods. We tested more than 327 000 single-nucleotide polymorphisms (SNPs) across all human autosomes for association with disease. Results. Results of the study in 702 Texas families yielded evidence for association with SNPs in a second axon guidance gene, DSCAM, which encodes a protein in the same structural and functional class with Chl1 and Robo3 (rs2222973 combined OR 0·59, 95% CI 0·48–0·74; p=1·46×10–6). We additionally found AIS associations with loci in CNTNAP2, whose protein product interacts directly with L1 and Robo class proteins and participates in axon pathfinding. Conclusions. These data support genetic variation in axon guidance genes as risk factors in AIS. Our results provide new insight into disease pathogenesis and suggest that late-onset scoliosis may be correlated with secondary neurological development