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Identification of key eRNAs for intervertebral disc degeneration by integrated multinomial bioinformatics analysis
Intervertebral disc degeneration (IVDD) is a common degenerative condition leading to abnormal stress distribution under load, causing intervertebral stenosis, facet joint degeneration, and foraminal stenosis. Very little is known about the molecular mechanism of eRNAs in IVDD. Gene expression profi...
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Published in: | BMC musculoskeletal disorders 2024-05, Vol.25 (1), p.356-17, Article 356 |
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description | Intervertebral disc degeneration (IVDD) is a common degenerative condition leading to abnormal stress distribution under load, causing intervertebral stenosis, facet joint degeneration, and foraminal stenosis. Very little is known about the molecular mechanism of eRNAs in IVDD.
Gene expression profiles of 38 annulus disc samples composed of 27 less degenerated discs (LDs) and 11 more degenerated discs (MDs) were retrieved from the GEO database. Then, differentially expressed enhancer RNAs (DEeRNAs), differentially expressed target genes (DETGs), and differentially expressed transcription factors (DETFs), hallmark of cancer signalling pathways according to GSVA; the types and quantity of immune cells according to CIBERSORT; and immune gene sets according to ssGSEA were analysed to construct an IVDD-related eRNA network. Then, multidimensional validation was performed to explore the interactions among DEeRNAs, DETFs and DEGs in space.
A total of 53 components, 14 DETGs, 15 DEeRNAs, 3 DETFs, 5 immune cells, 9 hallmarks, and 7 immune gene sets, were selected to construct the regulatory network. After validation by online multidimensional databases, 21 interactive DEeRNA-DEG-DETF axes related to IVDD exacerbation were identified, among which the C1S-CTNNB1-CHD4 axis was the most significant.
Based upon the results of our study, we theorize that the C1S-CTNNB1-CHD4 axis plays a vital role in IVDD exacerbation. Specifically, C1S recruits CTNNB1 and upregulates the expression of CHD4 in IVDD, and subsequently, CHD4 suppresses glycolysis and activates oxidative phosphorylation, thus generating insoluble collagen fibre deposits and leading to the progression of IVDD. Overall, these DEeRNAs could comprise promising therapeutic targets for IVDD due to their high tissue specificity. |
doi_str_mv | 10.1186/s12891-024-07438-6 |
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Gene expression profiles of 38 annulus disc samples composed of 27 less degenerated discs (LDs) and 11 more degenerated discs (MDs) were retrieved from the GEO database. Then, differentially expressed enhancer RNAs (DEeRNAs), differentially expressed target genes (DETGs), and differentially expressed transcription factors (DETFs), hallmark of cancer signalling pathways according to GSVA; the types and quantity of immune cells according to CIBERSORT; and immune gene sets according to ssGSEA were analysed to construct an IVDD-related eRNA network. Then, multidimensional validation was performed to explore the interactions among DEeRNAs, DETFs and DEGs in space.
A total of 53 components, 14 DETGs, 15 DEeRNAs, 3 DETFs, 5 immune cells, 9 hallmarks, and 7 immune gene sets, were selected to construct the regulatory network. After validation by online multidimensional databases, 21 interactive DEeRNA-DEG-DETF axes related to IVDD exacerbation were identified, among which the C1S-CTNNB1-CHD4 axis was the most significant.
Based upon the results of our study, we theorize that the C1S-CTNNB1-CHD4 axis plays a vital role in IVDD exacerbation. Specifically, C1S recruits CTNNB1 and upregulates the expression of CHD4 in IVDD, and subsequently, CHD4 suppresses glycolysis and activates oxidative phosphorylation, thus generating insoluble collagen fibre deposits and leading to the progression of IVDD. Overall, these DEeRNAs could comprise promising therapeutic targets for IVDD due to their high tissue specificity.</description><identifier>ISSN: 1471-2474</identifier><identifier>EISSN: 1471-2474</identifier><identifier>DOI: 10.1186/s12891-024-07438-6</identifier><identifier>PMID: 38704519</identifier><language>eng</language><publisher>England: BioMed Central Ltd</publisher><subject>Analysis ; B cells ; Bioinformatics ; Bioinformatics analysis ; Biomarkers ; Computational Biology ; Correlation analysis ; CTNNB1 ; Degeneration ; Degenerative disc disease ; Development and progression ; DNA binding proteins ; DNA testing ; Enhancer RNAs ; eRNA ; Extracellular matrix ; Gene expression ; Gene Expression Profiling ; Gene Regulatory Networks ; Genes ; Genetic aspects ; Genetic transcription ; Genomes ; Glycolysis ; Hernia ; Humans ; Intervertebral Disc - metabolism ; Intervertebral Disc - pathology ; Intervertebral Disc Degeneration - genetics ; Intervertebral Disc Degeneration - metabolism ; Intervertebral discs ; Intervertebral disk ; Intervertebral disk displacement ; IVDD ; Methods ; Molecular modelling ; Oxidative phosphorylation ; Phosphorylation ; Physiological aspects ; RNA polymerase ; Signal transduction ; Statistical analysis ; Stenosis ; Therapeutic targets ; Transcription factors ; Transcription Factors - genetics ; Transcription Factors - metabolism ; Transcriptome</subject><ispartof>BMC musculoskeletal disorders, 2024-05, Vol.25 (1), p.356-17, Article 356</ispartof><rights>2024. The Author(s).</rights><rights>COPYRIGHT 2024 BioMed Central Ltd.</rights><rights>2024. This work is licensed under http://creativecommons.org/licenses/by/4.0/ (the “License”). Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License.</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><cites>FETCH-LOGICAL-c459t-5eef385ec444a7b1b408b0853175391e3ac6485bd9c0f9e86f48b3076f2e0a263</cites></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktohtml>$$Uhttps://www.proquest.com/docview/3054194567?pq-origsite=primo$$EHTML$$P50$$Gproquest$$Hfree_for_read</linktohtml><link.rule.ids>314,780,784,25753,27924,27925,37012,37013,44590</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/38704519$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>Li, Yongai</creatorcontrib><creatorcontrib>Huang, Runzhi</creatorcontrib><creatorcontrib>Ye, Jianxin</creatorcontrib><creatorcontrib>Han, Xiaying</creatorcontrib><creatorcontrib>Meng, Tong</creatorcontrib><creatorcontrib>Song, Dianwen</creatorcontrib><creatorcontrib>Yin, Huabin</creatorcontrib><title>Identification of key eRNAs for intervertebral disc degeneration by integrated multinomial bioinformatics analysis</title><title>BMC musculoskeletal disorders</title><addtitle>BMC Musculoskelet Disord</addtitle><description>Intervertebral disc degeneration (IVDD) is a common degenerative condition leading to abnormal stress distribution under load, causing intervertebral stenosis, facet joint degeneration, and foraminal stenosis. Very little is known about the molecular mechanism of eRNAs in IVDD.
Gene expression profiles of 38 annulus disc samples composed of 27 less degenerated discs (LDs) and 11 more degenerated discs (MDs) were retrieved from the GEO database. Then, differentially expressed enhancer RNAs (DEeRNAs), differentially expressed target genes (DETGs), and differentially expressed transcription factors (DETFs), hallmark of cancer signalling pathways according to GSVA; the types and quantity of immune cells according to CIBERSORT; and immune gene sets according to ssGSEA were analysed to construct an IVDD-related eRNA network. Then, multidimensional validation was performed to explore the interactions among DEeRNAs, DETFs and DEGs in space.
A total of 53 components, 14 DETGs, 15 DEeRNAs, 3 DETFs, 5 immune cells, 9 hallmarks, and 7 immune gene sets, were selected to construct the regulatory network. After validation by online multidimensional databases, 21 interactive DEeRNA-DEG-DETF axes related to IVDD exacerbation were identified, among which the C1S-CTNNB1-CHD4 axis was the most significant.
Based upon the results of our study, we theorize that the C1S-CTNNB1-CHD4 axis plays a vital role in IVDD exacerbation. Specifically, C1S recruits CTNNB1 and upregulates the expression of CHD4 in IVDD, and subsequently, CHD4 suppresses glycolysis and activates oxidative phosphorylation, thus generating insoluble collagen fibre deposits and leading to the progression of IVDD. Overall, these DEeRNAs could comprise promising therapeutic targets for IVDD due to their high tissue specificity.</description><subject>Analysis</subject><subject>B cells</subject><subject>Bioinformatics</subject><subject>Bioinformatics analysis</subject><subject>Biomarkers</subject><subject>Computational Biology</subject><subject>Correlation analysis</subject><subject>CTNNB1</subject><subject>Degeneration</subject><subject>Degenerative disc disease</subject><subject>Development and progression</subject><subject>DNA binding proteins</subject><subject>DNA testing</subject><subject>Enhancer RNAs</subject><subject>eRNA</subject><subject>Extracellular matrix</subject><subject>Gene expression</subject><subject>Gene Expression Profiling</subject><subject>Gene Regulatory Networks</subject><subject>Genes</subject><subject>Genetic aspects</subject><subject>Genetic transcription</subject><subject>Genomes</subject><subject>Glycolysis</subject><subject>Hernia</subject><subject>Humans</subject><subject>Intervertebral Disc - metabolism</subject><subject>Intervertebral Disc - pathology</subject><subject>Intervertebral Disc Degeneration - genetics</subject><subject>Intervertebral Disc Degeneration - metabolism</subject><subject>Intervertebral discs</subject><subject>Intervertebral disk</subject><subject>Intervertebral disk displacement</subject><subject>IVDD</subject><subject>Methods</subject><subject>Molecular modelling</subject><subject>Oxidative phosphorylation</subject><subject>Phosphorylation</subject><subject>Physiological aspects</subject><subject>RNA polymerase</subject><subject>Signal transduction</subject><subject>Statistical analysis</subject><subject>Stenosis</subject><subject>Therapeutic targets</subject><subject>Transcription factors</subject><subject>Transcription Factors - genetics</subject><subject>Transcription Factors - metabolism</subject><subject>Transcriptome</subject><issn>1471-2474</issn><issn>1471-2474</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2024</creationdate><recordtype>article</recordtype><sourceid>PIMPY</sourceid><sourceid>DOA</sourceid><recordid>eNptUktr3DAQNqWhSdP-gR6KoZdenEqWZEnHJbTJQmghJGehx2jR1rZSyQ7sv6-8TtMHRQdJw_eYGb6qeofRBcai-5RxKyRuUEsbxCkRTfeiOsOU46alnL78431avc55jxDmgshX1SkRHFGG5VmVtg7GKfhg9RTiWEdff4dDDbdfN7n2MdVhnCA9QprAJN3XLmRbO9jBCGllmMMRsytfcPUw91MY4xAK1oQYxqIxFKDNtR51f8ghv6lOvO4zvH26z6v7L5_vLq-bm29X28vNTWMpk1PDADwRDCylVHODDUXCIMEI5oxIDETbjgpmnLTISxCdp8IQxDvfAtJtR86r7arrot6rhxQGnQ4q6qCOhZh2SqfSWQ8KY0w8d85oJ2gLrUGdlMVHLHae6aL1cdV6SPHHDHlSQ1kE9L0eIc5ZEcSQJIWw2H74B7qPcyqzH1EUS8o6_hu108V_WdOUtF1E1YZLgpHkWBbUxX9Q5TgYgo0j-FDqfxHalWBTzDmBf54bI7WERq2hUSU06hgatXT8_qnj2Qzgnim_UkJ-AqF0u7A</recordid><startdate>20240504</startdate><enddate>20240504</enddate><creator>Li, Yongai</creator><creator>Huang, Runzhi</creator><creator>Ye, Jianxin</creator><creator>Han, Xiaying</creator><creator>Meng, Tong</creator><creator>Song, Dianwen</creator><creator>Yin, Huabin</creator><general>BioMed Central Ltd</general><general>BioMed Central</general><general>BMC</general><scope>CGR</scope><scope>CUY</scope><scope>CVF</scope><scope>ECM</scope><scope>EIF</scope><scope>NPM</scope><scope>AAYXX</scope><scope>CITATION</scope><scope>3V.</scope><scope>7QP</scope><scope>7RV</scope><scope>7TK</scope><scope>7TS</scope><scope>7X7</scope><scope>7XB</scope><scope>88E</scope><scope>8FI</scope><scope>8FJ</scope><scope>8FK</scope><scope>ABUWG</scope><scope>AFKRA</scope><scope>AZQEC</scope><scope>BENPR</scope><scope>CCPQU</scope><scope>DWQXO</scope><scope>FYUFA</scope><scope>GHDGH</scope><scope>K9.</scope><scope>KB0</scope><scope>M0S</scope><scope>M1P</scope><scope>NAPCQ</scope><scope>PIMPY</scope><scope>PQEST</scope><scope>PQQKQ</scope><scope>PQUKI</scope><scope>PRINS</scope><scope>7X8</scope><scope>DOA</scope></search><sort><creationdate>20240504</creationdate><title>Identification of key eRNAs for intervertebral disc degeneration by integrated multinomial bioinformatics analysis</title><author>Li, Yongai ; Huang, Runzhi ; Ye, Jianxin ; Han, Xiaying ; Meng, Tong ; Song, Dianwen ; Yin, Huabin</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c459t-5eef385ec444a7b1b408b0853175391e3ac6485bd9c0f9e86f48b3076f2e0a263</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2024</creationdate><topic>Analysis</topic><topic>B cells</topic><topic>Bioinformatics</topic><topic>Bioinformatics analysis</topic><topic>Biomarkers</topic><topic>Computational Biology</topic><topic>Correlation analysis</topic><topic>CTNNB1</topic><topic>Degeneration</topic><topic>Degenerative disc disease</topic><topic>Development and progression</topic><topic>DNA binding proteins</topic><topic>DNA testing</topic><topic>Enhancer RNAs</topic><topic>eRNA</topic><topic>Extracellular matrix</topic><topic>Gene expression</topic><topic>Gene Expression Profiling</topic><topic>Gene Regulatory Networks</topic><topic>Genes</topic><topic>Genetic aspects</topic><topic>Genetic transcription</topic><topic>Genomes</topic><topic>Glycolysis</topic><topic>Hernia</topic><topic>Humans</topic><topic>Intervertebral Disc - metabolism</topic><topic>Intervertebral Disc - pathology</topic><topic>Intervertebral Disc Degeneration - genetics</topic><topic>Intervertebral Disc Degeneration - metabolism</topic><topic>Intervertebral discs</topic><topic>Intervertebral disk</topic><topic>Intervertebral disk displacement</topic><topic>IVDD</topic><topic>Methods</topic><topic>Molecular modelling</topic><topic>Oxidative phosphorylation</topic><topic>Phosphorylation</topic><topic>Physiological aspects</topic><topic>RNA polymerase</topic><topic>Signal transduction</topic><topic>Statistical analysis</topic><topic>Stenosis</topic><topic>Therapeutic targets</topic><topic>Transcription factors</topic><topic>Transcription Factors - genetics</topic><topic>Transcription Factors - metabolism</topic><topic>Transcriptome</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Li, Yongai</creatorcontrib><creatorcontrib>Huang, Runzhi</creatorcontrib><creatorcontrib>Ye, Jianxin</creatorcontrib><creatorcontrib>Han, Xiaying</creatorcontrib><creatorcontrib>Meng, Tong</creatorcontrib><creatorcontrib>Song, Dianwen</creatorcontrib><creatorcontrib>Yin, Huabin</creatorcontrib><collection>Medline</collection><collection>MEDLINE</collection><collection>MEDLINE (Ovid)</collection><collection>MEDLINE</collection><collection>MEDLINE</collection><collection>PubMed</collection><collection>CrossRef</collection><collection>ProQuest Central (Corporate)</collection><collection>Calcium & Calcified Tissue Abstracts</collection><collection>Proquest Nursing & Allied Health Source</collection><collection>Neurosciences Abstracts</collection><collection>Physical Education Index</collection><collection>ProQuest Health & Medical Collection</collection><collection>ProQuest Central (purchase pre-March 2016)</collection><collection>Medical Database (Alumni Edition)</collection><collection>Hospital Premium Collection</collection><collection>Hospital Premium Collection (Alumni Edition)</collection><collection>ProQuest Central (Alumni) (purchase pre-March 2016)</collection><collection>ProQuest Central (Alumni)</collection><collection>ProQuest Central</collection><collection>ProQuest Central Essentials</collection><collection>AUTh Library subscriptions: ProQuest Central</collection><collection>ProQuest One Community College</collection><collection>ProQuest Central</collection><collection>Health Research Premium Collection</collection><collection>Health Research Premium Collection (Alumni)</collection><collection>ProQuest Health & Medical Complete (Alumni)</collection><collection>Nursing & Allied Health Database (Alumni Edition)</collection><collection>Health & Medical Collection (Alumni Edition)</collection><collection>PML(ProQuest Medical Library)</collection><collection>Nursing & Allied Health Premium</collection><collection>Publicly Available Content Database</collection><collection>ProQuest One Academic Eastern Edition (DO NOT USE)</collection><collection>ProQuest One Academic</collection><collection>ProQuest One Academic UKI Edition</collection><collection>ProQuest Central China</collection><collection>MEDLINE - Academic</collection><collection>Directory of Open Access Journals</collection><jtitle>BMC musculoskeletal disorders</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Li, Yongai</au><au>Huang, Runzhi</au><au>Ye, Jianxin</au><au>Han, Xiaying</au><au>Meng, Tong</au><au>Song, Dianwen</au><au>Yin, Huabin</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Identification of key eRNAs for intervertebral disc degeneration by integrated multinomial bioinformatics analysis</atitle><jtitle>BMC musculoskeletal disorders</jtitle><addtitle>BMC Musculoskelet Disord</addtitle><date>2024-05-04</date><risdate>2024</risdate><volume>25</volume><issue>1</issue><spage>356</spage><epage>17</epage><pages>356-17</pages><artnum>356</artnum><issn>1471-2474</issn><eissn>1471-2474</eissn><abstract>Intervertebral disc degeneration (IVDD) is a common degenerative condition leading to abnormal stress distribution under load, causing intervertebral stenosis, facet joint degeneration, and foraminal stenosis. Very little is known about the molecular mechanism of eRNAs in IVDD.
Gene expression profiles of 38 annulus disc samples composed of 27 less degenerated discs (LDs) and 11 more degenerated discs (MDs) were retrieved from the GEO database. Then, differentially expressed enhancer RNAs (DEeRNAs), differentially expressed target genes (DETGs), and differentially expressed transcription factors (DETFs), hallmark of cancer signalling pathways according to GSVA; the types and quantity of immune cells according to CIBERSORT; and immune gene sets according to ssGSEA were analysed to construct an IVDD-related eRNA network. Then, multidimensional validation was performed to explore the interactions among DEeRNAs, DETFs and DEGs in space.
A total of 53 components, 14 DETGs, 15 DEeRNAs, 3 DETFs, 5 immune cells, 9 hallmarks, and 7 immune gene sets, were selected to construct the regulatory network. After validation by online multidimensional databases, 21 interactive DEeRNA-DEG-DETF axes related to IVDD exacerbation were identified, among which the C1S-CTNNB1-CHD4 axis was the most significant.
Based upon the results of our study, we theorize that the C1S-CTNNB1-CHD4 axis plays a vital role in IVDD exacerbation. Specifically, C1S recruits CTNNB1 and upregulates the expression of CHD4 in IVDD, and subsequently, CHD4 suppresses glycolysis and activates oxidative phosphorylation, thus generating insoluble collagen fibre deposits and leading to the progression of IVDD. Overall, these DEeRNAs could comprise promising therapeutic targets for IVDD due to their high tissue specificity.</abstract><cop>England</cop><pub>BioMed Central Ltd</pub><pmid>38704519</pmid><doi>10.1186/s12891-024-07438-6</doi><tpages>17</tpages><oa>free_for_read</oa></addata></record> |
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subjects | Analysis B cells Bioinformatics Bioinformatics analysis Biomarkers Computational Biology Correlation analysis CTNNB1 Degeneration Degenerative disc disease Development and progression DNA binding proteins DNA testing Enhancer RNAs eRNA Extracellular matrix Gene expression Gene Expression Profiling Gene Regulatory Networks Genes Genetic aspects Genetic transcription Genomes Glycolysis Hernia Humans Intervertebral Disc - metabolism Intervertebral Disc - pathology Intervertebral Disc Degeneration - genetics Intervertebral Disc Degeneration - metabolism Intervertebral discs Intervertebral disk Intervertebral disk displacement IVDD Methods Molecular modelling Oxidative phosphorylation Phosphorylation Physiological aspects RNA polymerase Signal transduction Statistical analysis Stenosis Therapeutic targets Transcription factors Transcription Factors - genetics Transcription Factors - metabolism Transcriptome |
title | Identification of key eRNAs for intervertebral disc degeneration by integrated multinomial bioinformatics analysis |
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