Skip to main content
Top
Published in: BMC Musculoskeletal Disorders 1/2021

Open Access 01-12-2021 | Research article

Major ceRNA regulation and key metabolic signature analysis of intervertebral disc degeneration

Authors: Shuai Cao, Jie Li, Kai Yang, Haopeng Li

Published in: BMC Musculoskeletal Disorders | Issue 1/2021

Login to get access

Abstract

Background and objective

Intervertebral disc degeneration (IDD) is a complex multifactorial and irreversible pathological process. In IDD, multiple competing endogenous RNAs (ceRNA, including mRNA, lncRNA, and pseudogenes) can compete to bind with miRNAs. However, the potential metabolic signatures in nucleus pulposus (NP) cells remain poorly understood. This study investigated key metabolic genes and the ceRNA regulatory mechanisms in the pathogenesis of IDD based on microarray datasets.

Methods

We retrieved and downloaded four independent IDD microarray datasets from the Gene Expression Omnibus. Combining the predicted interactions from online databases (miRcode, miRDB, miRTarBase, and TargetScan), differentially expressed lncRNAs (DElncRNAs), miRNAs (DEmiRNAs), and mRNAs (DEmRNAs) were identified. A ceRNA network was constructed and annotated using GO and KEGG pathway enrichment analyses. Moreover, we searched the online metabolic gene set and used support vector machine (SVM) to find the critical metabolic DEmRNA(s) and other DERNAs. Differential gene expression was validated with a merged dataset.

Results

A total of 45 DEmRNAs, 36 DElncRNAs, and only one DEmiRNA (miR-338-3p) were identified in the IDD microarray datasets. GO and KEGG pathway enrichment analyses revealed that the DEmRNAs were predominantly enriched in the PI3K-Akt signaling pathway, MAPK signaling pathway, IL-17 signaling pathway, apoptosis, and cellular response to oxidative stress. Based on SVM screening, 6-phosphofructo-2-kinase/fructose-2,6-bisphosphatase (PFK/FBPase) 2 is the critical metabolic gene with lower expression in IDD, and AC063977.6 is the key lncRNA with lower expression in IDD. The ceRNA hypothesis suggests that AC063977.6, miR-338-3p (high expression), and PFKFB2 are dysregulated as an axis in IDD.

Conclusions

The results suggest that lncRNA AC063977.6 correlate with PFKFB2, the vital metabolic signature gene, via targeting miR-338-3p during IDD pathogenesis. The current study may shed light on unraveling the pathogenesis of IDD.
Appendix
Available only for authorised users
Literature
1.
go back to reference Risbud MV, Shapiro IM. Role of cytokines in intervertebral disc degeneration: pain and disc content. Nat Rev Rheumatol. 2014;10(1):44–56.CrossRef Risbud MV, Shapiro IM. Role of cytokines in intervertebral disc degeneration: pain and disc content. Nat Rev Rheumatol. 2014;10(1):44–56.CrossRef
2.
go back to reference Capoor MN, Ruzicka F, Machackova T, Jancalek R, Smrcka M, Schmitz JE, Hermanova M, Sana J, Michu E, Baird JC, et al. Prevalence of Propionibacterium acnes in intervertebral discs of patients undergoing lumbar microdiscectomy: a prospective cross-sectional study. PLoS One. 2016;11(8):e0161676.CrossRef Capoor MN, Ruzicka F, Machackova T, Jancalek R, Smrcka M, Schmitz JE, Hermanova M, Sana J, Michu E, Baird JC, et al. Prevalence of Propionibacterium acnes in intervertebral discs of patients undergoing lumbar microdiscectomy: a prospective cross-sectional study. PLoS One. 2016;11(8):e0161676.CrossRef
3.
go back to reference Zhao K, Zhang Y, Yuan H, Zhao M, Zhao D. Long noncoding RNA LINC00958 accelerates the proliferation and matrix degradation of the nucleus pulposus by regulating miR-203/SMAD3. Aging. 2019;11(23):10814–25.CrossRef Zhao K, Zhang Y, Yuan H, Zhao M, Zhao D. Long noncoding RNA LINC00958 accelerates the proliferation and matrix degradation of the nucleus pulposus by regulating miR-203/SMAD3. Aging. 2019;11(23):10814–25.CrossRef
4.
go back to reference Jensen M, Röthlisberger U, Rovira C. Hydroxide and proton migration in aquaporins. Biophys J. 2005;89(3):1744–59.CrossRef Jensen M, Röthlisberger U, Rovira C. Hydroxide and proton migration in aquaporins. Biophys J. 2005;89(3):1744–59.CrossRef
5.
go back to reference Leveillard T, Philp NJ, Sennlaub F. Is Retinal Metabolic Dysfunction at the Center of the Pathogenesis of Age-related Macular Degeneration? Int J Mol Sci. 2019;20(3). Leveillard T, Philp NJ, Sennlaub F. Is Retinal Metabolic Dysfunction at the Center of the Pathogenesis of Age-related Macular Degeneration? Int J Mol Sci. 2019;20(3).
6.
go back to reference Allegra A, Innao V, Gerace D, Bianco O, Musolino C. The metabolomic signature of hematologic malignancies. Leuk Res. 2016;49:22–35.CrossRef Allegra A, Innao V, Gerace D, Bianco O, Musolino C. The metabolomic signature of hematologic malignancies. Leuk Res. 2016;49:22–35.CrossRef
7.
go back to reference Chang ML, Yang SS. Metabolic Signature of Hepatic Fibrosis: From Individual Pathways to Systems Biology. Cells. 2019;8(11). Chang ML, Yang SS. Metabolic Signature of Hepatic Fibrosis: From Individual Pathways to Systems Biology. Cells. 2019;8(11).
8.
go back to reference Dumas ME, Davidovic L. Metabolic profiling and Phenotyping of central nervous system diseases: metabolites bring insights into brain dysfunctions. J NeuroImmune Pharmacol. 2015;10(3):402–24.CrossRef Dumas ME, Davidovic L. Metabolic profiling and Phenotyping of central nervous system diseases: metabolites bring insights into brain dysfunctions. J NeuroImmune Pharmacol. 2015;10(3):402–24.CrossRef
9.
go back to reference Li P, Xue WJ, Feng Y, Mao QS. Long non-coding RNA CASC2 suppresses the proliferation of gastric cancer cells by regulating the MAPK signaling pathway. Am J Transl Res. 2016;8(8):3522–9.PubMedPubMedCentral Li P, Xue WJ, Feng Y, Mao QS. Long non-coding RNA CASC2 suppresses the proliferation of gastric cancer cells by regulating the MAPK signaling pathway. Am J Transl Res. 2016;8(8):3522–9.PubMedPubMedCentral
10.
go back to reference Zhao W, Geng D, Li S, Chen Z, Sun M. LncRNA HOTAIR influences cell growth, migration, invasion, and apoptosis via the miR-20a-5p/HMGA2 axis in breast cancer. Cancer Med. 2018;7(3):842–55.CrossRef Zhao W, Geng D, Li S, Chen Z, Sun M. LncRNA HOTAIR influences cell growth, migration, invasion, and apoptosis via the miR-20a-5p/HMGA2 axis in breast cancer. Cancer Med. 2018;7(3):842–55.CrossRef
11.
go back to reference Zhan S, Wang K, Xiang Q, Song Y, Li S, Liang H, Luo R, Wang B, Liao Z, Zhang Y, et al. lncRNA HOTAIR upregulates autophagy to promote apoptosis and senescence of nucleus pulposus cells. J Cell Physiol. 2020;235(3):2195–208.CrossRef Zhan S, Wang K, Xiang Q, Song Y, Li S, Liang H, Luo R, Wang B, Liao Z, Zhang Y, et al. lncRNA HOTAIR upregulates autophagy to promote apoptosis and senescence of nucleus pulposus cells. J Cell Physiol. 2020;235(3):2195–208.CrossRef
12.
go back to reference Ma F, Wang SH, Cai Q, Jin LY, Zhou D, Ding J, Quan ZW. Long non-coding RNA TUG1 promotes cell proliferation and metastasis by negatively regulating miR-300 in gallbladder carcinoma. Biomed Pharmacother. 2017;88:863–9.CrossRef Ma F, Wang SH, Cai Q, Jin LY, Zhou D, Ding J, Quan ZW. Long non-coding RNA TUG1 promotes cell proliferation and metastasis by negatively regulating miR-300 in gallbladder carcinoma. Biomed Pharmacother. 2017;88:863–9.CrossRef
13.
go back to reference Tay Y, Rinn J, Pandolfi PP. The multilayered complexity of ceRNA crosstalk and competition. Nature. 2014;505(7483):344–52.CrossRef Tay Y, Rinn J, Pandolfi PP. The multilayered complexity of ceRNA crosstalk and competition. Nature. 2014;505(7483):344–52.CrossRef
14.
go back to reference Zhang CZ. Long non-coding RNA FTH1P3 facilitates oral squamous cell carcinoma progression by acting as a molecular sponge of miR-224-5p to modulate fizzled 5 expression. Gene. 2017;607:47–55.CrossRef Zhang CZ. Long non-coding RNA FTH1P3 facilitates oral squamous cell carcinoma progression by acting as a molecular sponge of miR-224-5p to modulate fizzled 5 expression. Gene. 2017;607:47–55.CrossRef
15.
go back to reference Smillie CL, Sirey T, Ponting CP. Complexities of post-transcriptional regulation and the modeling of ceRNA crosstalk. Crit Rev Biochem Mol Biol. 2018;53(3):231–45.CrossRef Smillie CL, Sirey T, Ponting CP. Complexities of post-transcriptional regulation and the modeling of ceRNA crosstalk. Crit Rev Biochem Mol Biol. 2018;53(3):231–45.CrossRef
16.
go back to reference Han Z, Wang J, Gao L, Wang Q, Wu J. Aberrantly expressed messenger RNAs and long noncoding RNAs in degenerative nucleus pulposus cells co-cultured with adipose-derived mesenchymal stem cells. Arthritis Res Ther. 2018;20(1):182.CrossRef Han Z, Wang J, Gao L, Wang Q, Wu J. Aberrantly expressed messenger RNAs and long noncoding RNAs in degenerative nucleus pulposus cells co-cultured with adipose-derived mesenchymal stem cells. Arthritis Res Ther. 2018;20(1):182.CrossRef
17.
go back to reference Xi Y, Jiang T, Wang W, Yu J, Wang Y, Wu X, He Y. Long non-coding HCG18 promotes intervertebral disc degeneration by sponging miR-146a-5p and regulating TRAF6 expression. Sci Rep. 2017;7(1):13234.CrossRef Xi Y, Jiang T, Wang W, Yu J, Wang Y, Wu X, He Y. Long non-coding HCG18 promotes intervertebral disc degeneration by sponging miR-146a-5p and regulating TRAF6 expression. Sci Rep. 2017;7(1):13234.CrossRef
18.
go back to reference Sanz H, Valim C, Vegas E, Oller JM, Reverter F. SVM-RFE: selection and visualization of the most relevant features through non-linear kernels. BMC Bioinformatics. 2018;19(1):432.CrossRef Sanz H, Valim C, Vegas E, Oller JM, Reverter F. SVM-RFE: selection and visualization of the most relevant features through non-linear kernels. BMC Bioinformatics. 2018;19(1):432.CrossRef
19.
go back to reference Xu JX, Yang SD, Wang BL, Yang DL, Ding WY, Shen Y. Correlative analyses of isolated upper lumbar disc herniation and adjacent wedge-shaped vertebrae. Int J Clin Exp Med. 2015;8(1):1150–5.PubMedPubMedCentral Xu JX, Yang SD, Wang BL, Yang DL, Ding WY, Shen Y. Correlative analyses of isolated upper lumbar disc herniation and adjacent wedge-shaped vertebrae. Int J Clin Exp Med. 2015;8(1):1150–5.PubMedPubMedCentral
20.
go back to reference Izzo R, Popolizio T, D'Aprile P, Muto M. Spinal pain. Eur J Radiol. 2015;84(5):746–56.CrossRef Izzo R, Popolizio T, D'Aprile P, Muto M. Spinal pain. Eur J Radiol. 2015;84(5):746–56.CrossRef
21.
go back to reference Zarrabian MM, Diehn FE, Kotsenas AL, Wald JT, Yu E, Nassr A. Dorsal lumbar disc migrations with lateral and ventral epidural extension on axial MRI: a case series and review of the literature. AJNR Am J Neuroradiol. 2016;37(11):2171–7.CrossRef Zarrabian MM, Diehn FE, Kotsenas AL, Wald JT, Yu E, Nassr A. Dorsal lumbar disc migrations with lateral and ventral epidural extension on axial MRI: a case series and review of the literature. AJNR Am J Neuroradiol. 2016;37(11):2171–7.CrossRef
22.
go back to reference Ghaly RF, Perciuleac Z, Candido KD, Knezevic NN. Athletic pubalgia misdiagnosed as lumbar radiculopathy - a case report. Surg Neurol Int. 2019;10:224.CrossRef Ghaly RF, Perciuleac Z, Candido KD, Knezevic NN. Athletic pubalgia misdiagnosed as lumbar radiculopathy - a case report. Surg Neurol Int. 2019;10:224.CrossRef
23.
go back to reference Feng Y, Egan B, Wang J. Genetic factors in intervertebral disc degeneration. Genes Dis. 2016;3(3):178–85.CrossRef Feng Y, Egan B, Wang J. Genetic factors in intervertebral disc degeneration. Genes Dis. 2016;3(3):178–85.CrossRef
24.
go back to reference Wu ZH, Tang Y, Zhou Y. A Metabolic Gene Signature to Predict Overall Survival in Head and Neck Squamous Cell Carcinoma. Mediat Inflamm. 2020;2020:6716908. Wu ZH, Tang Y, Zhou Y. A Metabolic Gene Signature to Predict Overall Survival in Head and Neck Squamous Cell Carcinoma. Mediat Inflamm. 2020;2020:6716908.
25.
go back to reference Zeng F, Su J, Peng C, Liao M, Zhao S, Guo Y, Chen X, Deng G. Prognostic implications of metabolism related gene signature in cutaneous melanoma. Front Oncol. 2020;10:1710.CrossRef Zeng F, Su J, Peng C, Liao M, Zhao S, Guo Y, Chen X, Deng G. Prognostic implications of metabolism related gene signature in cutaneous melanoma. Front Oncol. 2020;10:1710.CrossRef
26.
go back to reference Gruber HE, Hoelscher GL, Ingram JA, Hanley EN Jr. Genome-wide analysis of pain-, nerve- and neurotrophin -related gene expression in the degenerating human annulus. Mol Pain. 2012;8:63.CrossRef Gruber HE, Hoelscher GL, Ingram JA, Hanley EN Jr. Genome-wide analysis of pain-, nerve- and neurotrophin -related gene expression in the degenerating human annulus. Mol Pain. 2012;8:63.CrossRef
27.
go back to reference Shannon P, Markiel A, Ozier O, Baliga NS, Wang JT, Ramage D, Amin N, Schwikowski B, Ideker T. Cytoscape: a software environment for integrated models of biomolecular interaction networks. Genome Res. 2003;13(11):2498–504.CrossRef Shannon P, Markiel A, Ozier O, Baliga NS, Wang JT, Ramage D, Amin N, Schwikowski B, Ideker T. Cytoscape: a software environment for integrated models of biomolecular interaction networks. Genome Res. 2003;13(11):2498–504.CrossRef
28.
go back to reference Kanehisa M. Toward understanding the origin and evolution of cellular organisms. Protein Sci. 2019;28(11):1947–51.CrossRef Kanehisa M. Toward understanding the origin and evolution of cellular organisms. Protein Sci. 2019;28(11):1947–51.CrossRef
29.
go back to reference Kanehisa M, Furumichi M, Sato Y, Ishiguro-Watanabe M, Tanabe M. KEGG: integrating viruses and cellular organisms. Nucleic Acids Res. 2021;49(D1):D545–d551.CrossRef Kanehisa M, Furumichi M, Sato Y, Ishiguro-Watanabe M, Tanabe M. KEGG: integrating viruses and cellular organisms. Nucleic Acids Res. 2021;49(D1):D545–d551.CrossRef
30.
go back to reference Kanehisa M, Goto S. KEGG: Kyoto encyclopedia of genes and genomes. Nucleic Acids Res. 2000;28(1):27–30.CrossRef Kanehisa M, Goto S. KEGG: Kyoto encyclopedia of genes and genomes. Nucleic Acids Res. 2000;28(1):27–30.CrossRef
31.
go back to reference Chen D, Xia D, Pan Z, Xu D, Zhou Y, Wu Y, Cai N, Tang Q, Wang C, Yan M, et al. Metformin protects against apoptosis and senescence in nucleus pulposus cells and ameliorates disc degeneration in vivo. Cell Death Dis. 2016;7(10):e2441.CrossRef Chen D, Xia D, Pan Z, Xu D, Zhou Y, Wu Y, Cai N, Tang Q, Wang C, Yan M, et al. Metformin protects against apoptosis and senescence in nucleus pulposus cells and ameliorates disc degeneration in vivo. Cell Death Dis. 2016;7(10):e2441.CrossRef
32.
go back to reference Liu J, Yuan C, Pu L, Wang J. Nutrient deprivation induces apoptosis of nucleus pulposus cells via activation of the BNIP3/AIF signalling pathway. Mol Med Rep. 2017;16(5):7253–60.CrossRef Liu J, Yuan C, Pu L, Wang J. Nutrient deprivation induces apoptosis of nucleus pulposus cells via activation of the BNIP3/AIF signalling pathway. Mol Med Rep. 2017;16(5):7253–60.CrossRef
33.
go back to reference Liao Z, Luo R, Li G, Song Y, Zhan S, Zhao K, Hua W, Zhang Y, Wu X, Yang C. Exosomes from mesenchymal stem cells modulate endoplasmic reticulum stress to protect against nucleus pulposus cell death and ameliorate intervertebral disc degeneration in vivo. Theranostics. 2019;9(14):4084–100.CrossRef Liao Z, Luo R, Li G, Song Y, Zhan S, Zhao K, Hua W, Zhang Y, Wu X, Yang C. Exosomes from mesenchymal stem cells modulate endoplasmic reticulum stress to protect against nucleus pulposus cell death and ameliorate intervertebral disc degeneration in vivo. Theranostics. 2019;9(14):4084–100.CrossRef
34.
go back to reference Park HJ, Kim S, Li W. Model-based analysis of competing-endogenous pathways (MACPath) in human cancers. PLoS Comput Biol. 2018;14(3):e1006074.CrossRef Park HJ, Kim S, Li W. Model-based analysis of competing-endogenous pathways (MACPath) in human cancers. PLoS Comput Biol. 2018;14(3):e1006074.CrossRef
35.
go back to reference Yan J, Song J, Qiao M, Zhao X, Li R, Jiao J, Sun Q. Long noncoding RNA expression profile and functional analysis in psoriasis. Mol Med Rep. 2019;19(5):3421–30.PubMedPubMedCentral Yan J, Song J, Qiao M, Zhao X, Li R, Jiao J, Sun Q. Long noncoding RNA expression profile and functional analysis in psoriasis. Mol Med Rep. 2019;19(5):3421–30.PubMedPubMedCentral
36.
go back to reference Wang X, Li D, Wu H, Liu F, Liu F, Zhang Q, Li J. LncRNA TRPC7-AS1 regulates nucleus pulposus cellular senescence and ECM synthesis via competing with HPN for miR-4769-5p binding. Mech Ageing Dev. 2020;190:111293. Wang X, Li D, Wu H, Liu F, Liu F, Zhang Q, Li J. LncRNA TRPC7-AS1 regulates nucleus pulposus cellular senescence and ECM synthesis via competing with HPN for miR-4769-5p binding. Mech Ageing Dev. 2020;190:111293.
37.
go back to reference Barik S. An intronic microRNA silences genes that are functionally antagonistic to its host gene. Nucleic Acids Res. 2008;36(16):5232–41. Barik S. An intronic microRNA silences genes that are functionally antagonistic to its host gene. Nucleic Acids Res. 2008;36(16):5232–41.
38.
go back to reference Chen X, Wei L, Zhao S. miR-338 inhibits the metastasis of lung cancer by targeting integrin beta3. Oncol Rep. 2016;36(3):1467–74. Chen X, Wei L, Zhao S. miR-338 inhibits the metastasis of lung cancer by targeting integrin beta3. Oncol Rep. 2016;36(3):1467–74.
39.
go back to reference Li Y, Huang Y, Qi Z, Sun T, Zhou Y. MiR-338-5p promotes Glioma cell invasion by regulating TSHZ3 and MMP2. Cell Mol Neurobiol. 2018;38(3):669–77. Li Y, Huang Y, Qi Z, Sun T, Zhou Y. MiR-338-5p promotes Glioma cell invasion by regulating TSHZ3 and MMP2. Cell Mol Neurobiol. 2018;38(3):669–77.
40.
go back to reference Liu S, Suo J, Wang C, Sun X, Wang D, He L, Zhang Y, Li W. Downregulation of tissue miR-338-3p predicts unfavorable prognosis of gastric cancer. Cancer Biomark. 2017;21(1):117–22. Liu S, Suo J, Wang C, Sun X, Wang D, He L, Zhang Y, Li W. Downregulation of tissue miR-338-3p predicts unfavorable prognosis of gastric cancer. Cancer Biomark. 2017;21(1):117–22.
41.
go back to reference Arden C, Hampson LJ, Huang GC, Shaw JA, Aldibbiat A, Holliman G, Manas D, Khan S, Lange AJ, Agius L. A role for PFK-2/FBPase-2, as distinct from fructose 2,6-bisphosphate, in regulation of insulin secretion in pancreatic beta-cells. Biochem J. 2008;411(1):41–51. Arden C, Hampson LJ, Huang GC, Shaw JA, Aldibbiat A, Holliman G, Manas D, Khan S, Lange AJ, Agius L. A role for PFK-2/FBPase-2, as distinct from fructose 2,6-bisphosphate, in regulation of insulin secretion in pancreatic beta-cells. Biochem J. 2008;411(1):41–51.
42.
go back to reference Schmidt S, Rainer J, Riml S, Ploner C, Jesacher S, Achmuller C, Presul E, Skvortsov S, Crazzolara R, Fiegl M, et al. Identification of glucocorticoid-response genes in children with acute lymphoblastic leukemia. Blood. 2006;107(5):2061–9. Schmidt S, Rainer J, Riml S, Ploner C, Jesacher S, Achmuller C, Presul E, Skvortsov S, Crazzolara R, Fiegl M, et al. Identification of glucocorticoid-response genes in children with acute lymphoblastic leukemia. Blood. 2006;107(5):2061–9.
43.
go back to reference Brand KA, Hermfisse U. Aerobic glycolysis by proliferating cells: a protective strategy against reactive oxygen species. FASEB J. 1997;11(5):388–95. Brand KA, Hermfisse U. Aerobic glycolysis by proliferating cells: a protective strategy against reactive oxygen species. FASEB J. 1997;11(5):388–95.
44.
go back to reference Poljsak B, Kovac V, Dahmane R, Levec T, Starc A. Cancer etiology: a metabolic disease originating from Life's major evolutionary transition? Oxidative Med Cell Longev. 2019;2019:7831952. Poljsak B, Kovac V, Dahmane R, Levec T, Starc A. Cancer etiology: a metabolic disease originating from Life's major evolutionary transition? Oxidative Med Cell Longev. 2019;2019:7831952.
45.
go back to reference Pegoraro C, Maczkowiak F, Monsoro-Burq AH. Pfkfb (6-phosphofructo-2-kinase/fructose-2,6-bisphosphatase) isoforms display a tissue-specific and dynamic expression during Xenopus laevis development. Gene Expr Patterns. 2013;13(7):203–11. Pegoraro C, Maczkowiak F, Monsoro-Burq AH. Pfkfb (6-phosphofructo-2-kinase/fructose-2,6-bisphosphatase) isoforms display a tissue-specific and dynamic expression during Xenopus laevis development. Gene Expr Patterns. 2013;13(7):203–11.
Metadata
Title
Major ceRNA regulation and key metabolic signature analysis of intervertebral disc degeneration
Authors
Shuai Cao
Jie Li
Kai Yang
Haopeng Li
Publication date
01-12-2021
Publisher
BioMed Central
Published in
BMC Musculoskeletal Disorders / Issue 1/2021
Electronic ISSN: 1471-2474
DOI
https://doi.org/10.1186/s12891-021-04109-8

Other articles of this Issue 1/2021

BMC Musculoskeletal Disorders 1/2021 Go to the issue