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We are analyzing https://link.springer.com/article/10.1007/s00438-022-01912-3.

Title:
Comprehensive bioinformatics analyses reveal immune genes responsible for altered immune microenvironment in intervertebral disc degeneration | Molecular Genetics and Genomics
Description:
We sought to identify novel biomarkers and related mechanisms that might shape the immune infiltration in IDD, thereby providing novel perspective for IDD diagnosis and therapies. Gene expression data sets GSE124272 (for initial analysis) and GSE56081 (for validation analysis) involving samples from IDD patients and healthy controls were retrieved from the Gene Expression Omnibus (GEO) database. Immune genes associated with IDD were identified by GSEA; module genes that exhibited coordinated expression patterns and the strongest positive or negative correlation with IDD were identified by WGCNA. The intersection between immune genes and module genes was used for LASSO variable selection, whereby we obtained pivotal genes that were highly representative of IDD. We then correlated (Pearson correlation) the expression of pivotal genes with immune cell proportion inferred by CIBERSORT algorithm, and revealed the potential immune-regulatory roles of pivotal genes on the pathogenesis of IDD. We discovered several immune-associated pathways in which IDD-associated immune genes were highly clustered, and identified two gene modules that might promote or inhibit the pathogenesis of IDD. These candidate genes were further narrowed down to 8 pivotal genes, namely, MSH2, LY96, ADAM8, HEBP2, ANXA3, RAB24, ZBTB16 and PIK3CD, among which ANXA3, MSH2, ZBTB16, LY96, PIK3CD, ZBTB16, and ADAM8 were revealed to be correlated with the proportion of CD8 T cells and resting memory CD4 T cells. This work identified 8 pivotal genes that might be involved in the pathogenesis of IDD through triggering various immune-associated pathways and altering the composition of immune and myeloid cells in IDD patients, which provides novel perspectives on IDD diagnosis and treatment.
Website Age:
28 years and 1 months (reg. 1997-05-29).

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🌠 Phenomenal Traffic: 5M - 10M visitors per month


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Keywords {πŸ”}

genes, idd, immune, pubmed, cells, article, google, scholar, pivotal, gene, expression, disc, cas, module, central, cell, modules, patients, intervertebral, pathways, analysis, correlation, myeloid, data, involved, response, set, fig, validation, enrichment, degeneration, pathogenesis, activation, gsea, study, orangered, samples, biological, pathway, wgcna, significance, immuneassociated, results, magenta, leukocyte, tissue, function, model, gse, positive,

Topics {βœ’οΈ}

np-exposure-triggered auto-immune response caat/enhancer-binding protein beta chronic low-back pain scale-free fit index scale-free fit index β‰₯ 0 article download pdf ras-related protein rab-24 established serine/threonine kinase wnt/beta-catenin pathway gene-expression dependent fashion oxidative stress-induced necrosis single-cell bioinformatics analysis serine/threonine kinases low back pain cell-intrinsic immune responses bulk rna-seq samples rarΞ±-plzf oncogene inhibits gene-expression-dependent manner major immune-pathological effects elevated pd-l1 expression pro-inflammatory chemokine generated fc log-fold change leading-edge gene sets play central roles machine-learning model validation cell receptor-mediated signaling immune-cell signature matrix human intervertebral disc current comprehensive analysis disability-adjusted life years bioinformatics-based research intervertebral disc degeneration high-throughput information generated long-term pathological process soft-thresholding power privacy choices/manage cookies scale-free network key autophagy-related genes cell growth control lumbar disc degeneration intervertebral disc impairments intervertebral disc machinery module-phenotype relationships reported potential immune-regulatory roles herniated nucleus pulposus plzf-mediated control coordinated expression patterns human airway myocytes associate gene expression regulate gene expression

Schema {πŸ—ΊοΈ}

WebPage:
      mainEntity:
         headline:Comprehensive bioinformatics analyses reveal immune genes responsible for altered immune microenvironment in intervertebral disc degeneration
         description:We sought to identify novel biomarkers and related mechanisms that might shape the immune infiltration in IDD, thereby providing novel perspective for IDD diagnosis and therapies. Gene expression data sets GSE124272 (for initial analysis) and GSE56081 (for validation analysis) involving samples from IDD patients and healthy controls were retrieved from the Gene Expression Omnibus (GEO) database. Immune genes associated with IDD were identified by GSEA; module genes that exhibited coordinated expression patterns and the strongest positive or negative correlation with IDD were identified by WGCNA. The intersection between immune genes and module genes was used for LASSO variable selection, whereby we obtained pivotal genes that were highly representative of IDD. We then correlated (Pearson correlation) the expression of pivotal genes with immune cell proportion inferred by CIBERSORT algorithm, and revealed the potential immune-regulatory roles of pivotal genes on the pathogenesis of IDD. We discovered several immune-associated pathways in which IDD-associated immune genes were highly clustered, and identified two gene modules that might promote or inhibit the pathogenesis of IDD. These candidate genes were further narrowed down to 8 pivotal genes, namely, MSH2, LY96, ADAM8, HEBP2, ANXA3, RAB24, ZBTB16 and PIK3CD, among which ANXA3, MSH2, ZBTB16, LY96, PIK3CD, ZBTB16, and ADAM8 were revealed to be correlated with the proportion of CD8 T cells and resting memory CD4 T cells. This work identified 8 pivotal genes that might be involved in the pathogenesis of IDD through triggering various immune-associated pathways and altering the composition of immune and myeloid cells in IDD patients, which provides novel perspectives on IDD diagnosis and treatment.
         datePublished:2022-06-29T00:00:00Z
         dateModified:2022-06-29T00:00:00Z
         pageStart:1229
         pageEnd:1242
         license:http://creativecommons.org/licenses/by/4.0/
         sameAs:https://doi.org/10.1007/s00438-022-01912-3
         keywords:
            Intervertebral disc degeneration
            Low back pain
            Immune-associated disease
            Biomarkers
            Weighted gene co-expression network analysis
            Plant Genetics and Genomics
            Human Genetics
            Microbial Genetics and Genomics
            Animal Genetics and Genomics
            Biochemistry
            general
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                        name:Department of Orthopedics, Peking University Third Hospital, Beijing, China
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                        type:PostalAddress
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                     name:Capital Medical University
                     address:
                        name:Department of Orthopedics, Beijing Friendship Hospital, Capital Medical University, Beijing, China
                        type:PostalAddress
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                     name:Peking University Third Hospital
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ScholarlyArticle:
      headline:Comprehensive bioinformatics analyses reveal immune genes responsible for altered immune microenvironment in intervertebral disc degeneration
      description:We sought to identify novel biomarkers and related mechanisms that might shape the immune infiltration in IDD, thereby providing novel perspective for IDD diagnosis and therapies. Gene expression data sets GSE124272 (for initial analysis) and GSE56081 (for validation analysis) involving samples from IDD patients and healthy controls were retrieved from the Gene Expression Omnibus (GEO) database. Immune genes associated with IDD were identified by GSEA; module genes that exhibited coordinated expression patterns and the strongest positive or negative correlation with IDD were identified by WGCNA. The intersection between immune genes and module genes was used for LASSO variable selection, whereby we obtained pivotal genes that were highly representative of IDD. We then correlated (Pearson correlation) the expression of pivotal genes with immune cell proportion inferred by CIBERSORT algorithm, and revealed the potential immune-regulatory roles of pivotal genes on the pathogenesis of IDD. We discovered several immune-associated pathways in which IDD-associated immune genes were highly clustered, and identified two gene modules that might promote or inhibit the pathogenesis of IDD. These candidate genes were further narrowed down to 8 pivotal genes, namely, MSH2, LY96, ADAM8, HEBP2, ANXA3, RAB24, ZBTB16 and PIK3CD, among which ANXA3, MSH2, ZBTB16, LY96, PIK3CD, ZBTB16, and ADAM8 were revealed to be correlated with the proportion of CD8 T cells and resting memory CD4 T cells. This work identified 8 pivotal genes that might be involved in the pathogenesis of IDD through triggering various immune-associated pathways and altering the composition of immune and myeloid cells in IDD patients, which provides novel perspectives on IDD diagnosis and treatment.
      datePublished:2022-06-29T00:00:00Z
      dateModified:2022-06-29T00:00:00Z
      pageStart:1229
      pageEnd:1242
      license:http://creativecommons.org/licenses/by/4.0/
      sameAs:https://doi.org/10.1007/s00438-022-01912-3
      keywords:
         Intervertebral disc degeneration
         Low back pain
         Immune-associated disease
         Biomarkers
         Weighted gene co-expression network analysis
         Plant Genetics and Genomics
         Human Genetics
         Microbial Genetics and Genomics
         Animal Genetics and Genomics
         Biochemistry
         general
      image:
         https://media.springernature.com/lw1200/springer-static/image/art%3A10.1007%2Fs00438-022-01912-3/MediaObjects/438_2022_1912_Fig1_HTML.png
         https://media.springernature.com/lw1200/springer-static/image/art%3A10.1007%2Fs00438-022-01912-3/MediaObjects/438_2022_1912_Fig2_HTML.png
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            type:ImageObject
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      author:
            name:Bao Hai
            affiliation:
                  name:Peking University Third Hospital
                  address:
                     name:Department of Orthopedics, Peking University Third Hospital, Beijing, China
                     type:PostalAddress
                  type:Organization
            type:Person
            name:Qingpeng Song
            affiliation:
                  name:Peking University Third Hospital
                  address:
                     name:Department of Orthopedics, Peking University Third Hospital, Beijing, China
                     type:PostalAddress
                  type:Organization
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            name:Chuanchao Du
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                  name:Peking University Third Hospital
                  address:
                     name:Department of Orthopedics, Peking University Third Hospital, Beijing, China
                     type:PostalAddress
                  type:Organization
            type:Person
            name:Tianli Mao
            affiliation:
                  name:Peking University Third Hospital
                  address:
                     name:Department of Orthopedics, Peking University Third Hospital, Beijing, China
                     type:PostalAddress
                  type:Organization
            type:Person
            name:Fei Jia
            affiliation:
                  name:Peking University Third Hospital
                  address:
                     name:Department of Orthopedics, Peking University Third Hospital, Beijing, China
                     type:PostalAddress
                  type:Organization
            type:Person
            name:Yu Liu
            affiliation:
                  name:Peking University Third Hospital
                  address:
                     name:Department of Orthopedics, Peking University Third Hospital, Beijing, China
                     type:PostalAddress
                  type:Organization
            type:Person
            name:Xiaoyu Pan
            affiliation:
                  name:Peking University Third Hospital
                  address:
                     name:Department of Orthopedics, Peking University Third Hospital, Beijing, China
                     type:PostalAddress
                  type:Organization
            type:Person
            name:Bin Zhu
            affiliation:
                  name:Capital Medical University
                  address:
                     name:Department of Orthopedics, Beijing Friendship Hospital, Capital Medical University, Beijing, China
                     type:PostalAddress
                  type:Organization
            email:[email protected]
            type:Person
            name:Xiaoguang Liu
            url:http://orcid.org/0000-0001-8389-5097
            affiliation:
                  name:Peking University Third Hospital
                  address:
                     name:Department of Orthopedics, Peking University Third Hospital, Beijing, China
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      name:Molecular Genetics and Genomics
      issn:
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         1617-4615
      volumeNumber:297
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      name:Springer Berlin Heidelberg
      logo:
         url:https://www.springernature.com/app-sn/public/images/logo-springernature.png
         type:ImageObject
      name:Peking University Third Hospital
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         name:Department of Orthopedics, Peking University Third Hospital, Beijing, China
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      address:
         name:Department of Orthopedics, Peking University Third Hospital, Beijing, China
         type:PostalAddress
      name:Peking University Third Hospital
      address:
         name:Department of Orthopedics, Peking University Third Hospital, Beijing, China
         type:PostalAddress
      name:Peking University Third Hospital
      address:
         name:Department of Orthopedics, Peking University Third Hospital, Beijing, China
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      name:Peking University Third Hospital
      address:
         name:Department of Orthopedics, Peking University Third Hospital, Beijing, China
         type:PostalAddress
      name:Peking University Third Hospital
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         name:Department of Orthopedics, Peking University Third Hospital, Beijing, China
         type:PostalAddress
      name:Peking University Third Hospital
      address:
         name:Department of Orthopedics, Peking University Third Hospital, Beijing, China
         type:PostalAddress
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      address:
         name:Department of Orthopedics, Beijing Friendship Hospital, Capital Medical University, Beijing, China
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      address:
         name:Department of Orthopedics, Peking University Third Hospital, Beijing, China
         type:PostalAddress
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      url:https://www.springernature.com/app-sn/public/images/logo-springernature.png
Person:
      name:Bao Hai
      affiliation:
            name:Peking University Third Hospital
            address:
               name:Department of Orthopedics, Peking University Third Hospital, Beijing, China
               type:PostalAddress
            type:Organization
      name:Qingpeng Song
      affiliation:
            name:Peking University Third Hospital
            address:
               name:Department of Orthopedics, Peking University Third Hospital, Beijing, China
               type:PostalAddress
            type:Organization
      name:Chuanchao Du
      affiliation:
            name:Peking University Third Hospital
            address:
               name:Department of Orthopedics, Peking University Third Hospital, Beijing, China
               type:PostalAddress
            type:Organization
      name:Tianli Mao
      affiliation:
            name:Peking University Third Hospital
            address:
               name:Department of Orthopedics, Peking University Third Hospital, Beijing, China
               type:PostalAddress
            type:Organization
      name:Fei Jia
      affiliation:
            name:Peking University Third Hospital
            address:
               name:Department of Orthopedics, Peking University Third Hospital, Beijing, China
               type:PostalAddress
            type:Organization
      name:Yu Liu
      affiliation:
            name:Peking University Third Hospital
            address:
               name:Department of Orthopedics, Peking University Third Hospital, Beijing, China
               type:PostalAddress
            type:Organization
      name:Xiaoyu Pan
      affiliation:
            name:Peking University Third Hospital
            address:
               name:Department of Orthopedics, Peking University Third Hospital, Beijing, China
               type:PostalAddress
            type:Organization
      name:Bin Zhu
      affiliation:
            name:Capital Medical University
            address:
               name:Department of Orthopedics, Beijing Friendship Hospital, Capital Medical University, Beijing, China
               type:PostalAddress
            type:Organization
      email:[email protected]
      name:Xiaoguang Liu
      url:http://orcid.org/0000-0001-8389-5097
      affiliation:
            name:Peking University Third Hospital
            address:
               name:Department of Orthopedics, Peking University Third Hospital, Beijing, China
               type:PostalAddress
            type:Organization
      email:[email protected]
PostalAddress:
      name:Department of Orthopedics, Peking University Third Hospital, Beijing, China
      name:Department of Orthopedics, Peking University Third Hospital, Beijing, China
      name:Department of Orthopedics, Peking University Third Hospital, Beijing, China
      name:Department of Orthopedics, Peking University Third Hospital, Beijing, China
      name:Department of Orthopedics, Peking University Third Hospital, Beijing, China
      name:Department of Orthopedics, Peking University Third Hospital, Beijing, China
      name:Department of Orthopedics, Peking University Third Hospital, Beijing, China
      name:Department of Orthopedics, Beijing Friendship Hospital, Capital Medical University, Beijing, China
      name:Department of Orthopedics, Peking University Third Hospital, Beijing, China

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