Integrative single-cell and bulk transcriptome analyses identify a distinct pro-tumor macrophage signature that has a major prognostic impact on glioblastomas
Glioblastoma (GBM) is a highly heterogeneous disease with poor clinical outcomes. To comprehensively dissect the molecular landscape of GBM and heterogeneous macrophage clusters in the progression of GBM, this study integrates single-cell and bulk transcriptome data to recognize a distinct pro-tumor...
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description | Glioblastoma (GBM) is a highly heterogeneous disease with poor clinical outcomes. To comprehensively dissect the molecular landscape of GBM and heterogeneous macrophage clusters in the progression of GBM, this study integrates single-cell and bulk transcriptome data to recognize a distinct pro-tumor macrophage cluster significantly associated with the prognosis of GBM and develop a GBM prognostic signature to facilitate prior subtypes. Leveraging glioma single-cell sequencing data, we identified a novel pro-tumor macrophage subgroup, marked by S100A9, which might interact with endothelial cells to facilitate tumor progression via angiogenesis. To further benefit clinical application, a prognostic signature was established with the genes associated with pro-tumor macrophages. Patients classified within the high-risk group characterized with enrichment in functions related to tumor progression, including epithelial-mesenchymal transition and hypoxia, displays elevated mutations in the TERT promoter region, reduced methylation in the MGMT promoter region, poorer prognoses, and diminished responses to temozolomide therapy, thus effectively discriminating between the prognostic outcomes of GBM patients. Our research sheds light on the intricate microenvironment of gliomas and identifies potential molecular targets for the development of novel therapeutic approaches. |
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To comprehensively dissect the molecular landscape of GBM and heterogeneous macrophage clusters in the progression of GBM, this study integrates single-cell and bulk transcriptome data to recognize a distinct pro-tumor macrophage cluster significantly associated with the prognosis of GBM and develop a GBM prognostic signature to facilitate prior subtypes. Leveraging glioma single-cell sequencing data, we identified a novel pro-tumor macrophage subgroup, marked by S100A9, which might interact with endothelial cells to facilitate tumor progression via angiogenesis. To further benefit clinical application, a prognostic signature was established with the genes associated with pro-tumor macrophages. Patients classified within the high-risk group characterized with enrichment in functions related to tumor progression, including epithelial-mesenchymal transition and hypoxia, displays elevated mutations in the TERT promoter region, reduced methylation in the MGMT promoter region, poorer prognoses, and diminished responses to temozolomide therapy, thus effectively discriminating between the prognostic outcomes of GBM patients. Our research sheds light on the intricate microenvironment of gliomas and identifies potential molecular targets for the development of novel therapeutic approaches.</description><identifier>ISSN: 1591-9528</identifier><identifier>ISSN: 1591-8890</identifier><identifier>EISSN: 1591-9528</identifier><identifier>DOI: 10.1007/s10238-024-01454-5</identifier><identifier>PMID: 39136841</identifier><language>eng</language><publisher>Cham: Springer International Publishing</publisher><subject>Angiogenesis ; Brain Neoplasms - genetics ; Brain Neoplasms - pathology ; DNA Methylation ; DNA Modification Methylases - genetics ; DNA Repair Enzymes ; Endothelial cells ; Gene Expression Profiling ; Gene Expression Regulation, Neoplastic ; Glioblastoma ; Glioblastoma - genetics ; Glioblastoma - pathology ; Glioma cells ; Hematology ; Humans ; Hypoxia ; Internal Medicine ; Macrophages ; Macrophages - metabolism ; Medicine ; Medicine & Public Health ; Microenvironments ; Oncology ; Prognosis ; Risk groups ; Single-Cell Analysis ; Telomerase - genetics ; Temozolomide ; Temozolomide - therapeutic use ; Transcriptome ; Transcriptomes ; Tumor Microenvironment - genetics ; Tumor Suppressor Proteins - genetics ; Tumor-Associated Macrophages - immunology ; Tumor-Associated Macrophages - metabolism ; Tumors</subject><ispartof>Clinical and experimental medicine, 2024-08, Vol.24 (1), p.187, Article 187</ispartof><rights>The Author(s) 2024</rights><rights>2024. The Author(s).</rights><rights>The Author(s) 2024. This work is published under http://creativecommons.org/licenses/by/4.0/ (the “License”). 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To comprehensively dissect the molecular landscape of GBM and heterogeneous macrophage clusters in the progression of GBM, this study integrates single-cell and bulk transcriptome data to recognize a distinct pro-tumor macrophage cluster significantly associated with the prognosis of GBM and develop a GBM prognostic signature to facilitate prior subtypes. Leveraging glioma single-cell sequencing data, we identified a novel pro-tumor macrophage subgroup, marked by S100A9, which might interact with endothelial cells to facilitate tumor progression via angiogenesis. To further benefit clinical application, a prognostic signature was established with the genes associated with pro-tumor macrophages. Patients classified within the high-risk group characterized with enrichment in functions related to tumor progression, including epithelial-mesenchymal transition and hypoxia, displays elevated mutations in the TERT promoter region, reduced methylation in the MGMT promoter region, poorer prognoses, and diminished responses to temozolomide therapy, thus effectively discriminating between the prognostic outcomes of GBM patients. Our research sheds light on the intricate microenvironment of gliomas and identifies potential molecular targets for the development of novel therapeutic approaches.</description><subject>Angiogenesis</subject><subject>Brain Neoplasms - genetics</subject><subject>Brain Neoplasms - pathology</subject><subject>DNA Methylation</subject><subject>DNA Modification Methylases - genetics</subject><subject>DNA Repair Enzymes</subject><subject>Endothelial cells</subject><subject>Gene Expression Profiling</subject><subject>Gene Expression Regulation, Neoplastic</subject><subject>Glioblastoma</subject><subject>Glioblastoma - genetics</subject><subject>Glioblastoma - pathology</subject><subject>Glioma cells</subject><subject>Hematology</subject><subject>Humans</subject><subject>Hypoxia</subject><subject>Internal Medicine</subject><subject>Macrophages</subject><subject>Macrophages - metabolism</subject><subject>Medicine</subject><subject>Medicine & Public Health</subject><subject>Microenvironments</subject><subject>Oncology</subject><subject>Prognosis</subject><subject>Risk groups</subject><subject>Single-Cell Analysis</subject><subject>Telomerase - genetics</subject><subject>Temozolomide</subject><subject>Temozolomide - therapeutic use</subject><subject>Transcriptome</subject><subject>Transcriptomes</subject><subject>Tumor Microenvironment - genetics</subject><subject>Tumor Suppressor Proteins - genetics</subject><subject>Tumor-Associated Macrophages - immunology</subject><subject>Tumor-Associated Macrophages - metabolism</subject><subject>Tumors</subject><issn>1591-9528</issn><issn>1591-8890</issn><issn>1591-9528</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2024</creationdate><recordtype>article</recordtype><sourceid>C6C</sourceid><sourceid>EIF</sourceid><recordid>eNp9kc1u1TAQhSNERUvhBVggS2zYhPrfyQqhip9KlbqBtTXxdXJ9SexgO5Xuy_CsOKSUwqIrW57vnBnPqapXBL8jGKuLRDBlTY0przHhgtfiSXVGREvqVtDm6YP7afU8pQPGRDQMP6tOWUuYbDg5q35e-WyHCNndWpScH0ZbGzuOCPwOdcv4HeUIPpno5hwmW55hPCabkNtZn11_RIB2LmXnTUZzDHVephDRBCaGeQ_Dajp4yEu0KO8hoz2kIpngUKjCDz4UsUFumqE4BI-G0YVuhFTaQXpRnfQwJvvy7jyvvn36-PXyS3198_nq8sN1bZiQue6k7FgjpTCKUwvEigZz6AntuDRKEtW3UhLcccwtN4Qy1RDZcdXRVpkiZufV-813XrrJ7kz5W4RRz9FNEI86gNP_Vrzb6yHcakIYpVTR4vD2ziGGH4tNWU8urZsEb8OSNMMtXXcueEHf_IcewhLLYjeq4UqpdSS6UWWTKUXb309DsF7z11v-uuSvf-evRRG9fviPe8mfwAvANiCVkh9s_Nv7EdtfjdO_GA</recordid><startdate>20240813</startdate><enddate>20240813</enddate><creator>Li, Peilin</creator><creator>Su, Guolei</creator><creator>Cui, Yinglin</creator><general>Springer International Publishing</general><general>Springer Nature B.V</general><scope>C6C</scope><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>7T5</scope><scope>7TK</scope><scope>H94</scope><scope>K9.</scope><scope>7X8</scope><scope>5PM</scope></search><sort><creationdate>20240813</creationdate><title>Integrative single-cell and bulk transcriptome analyses identify a distinct pro-tumor macrophage signature that has a major prognostic impact on glioblastomas</title><author>Li, Peilin ; Su, Guolei ; Cui, Yinglin</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c356t-b66b38665c742ea1e5804af12b46c7617f96610b404e4c1237816b47b297cb663</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2024</creationdate><topic>Angiogenesis</topic><topic>Brain Neoplasms - genetics</topic><topic>Brain Neoplasms - pathology</topic><topic>DNA Methylation</topic><topic>DNA Modification Methylases - genetics</topic><topic>DNA Repair Enzymes</topic><topic>Endothelial cells</topic><topic>Gene Expression Profiling</topic><topic>Gene Expression Regulation, Neoplastic</topic><topic>Glioblastoma</topic><topic>Glioblastoma - genetics</topic><topic>Glioblastoma - pathology</topic><topic>Glioma cells</topic><topic>Hematology</topic><topic>Humans</topic><topic>Hypoxia</topic><topic>Internal Medicine</topic><topic>Macrophages</topic><topic>Macrophages - metabolism</topic><topic>Medicine</topic><topic>Medicine & Public Health</topic><topic>Microenvironments</topic><topic>Oncology</topic><topic>Prognosis</topic><topic>Risk groups</topic><topic>Single-Cell Analysis</topic><topic>Telomerase - genetics</topic><topic>Temozolomide</topic><topic>Temozolomide - therapeutic use</topic><topic>Transcriptome</topic><topic>Transcriptomes</topic><topic>Tumor Microenvironment - genetics</topic><topic>Tumor Suppressor Proteins - genetics</topic><topic>Tumor-Associated Macrophages - immunology</topic><topic>Tumor-Associated Macrophages - metabolism</topic><topic>Tumors</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Li, Peilin</creatorcontrib><creatorcontrib>Su, Guolei</creatorcontrib><creatorcontrib>Cui, Yinglin</creatorcontrib><collection>Springer Nature OA Free Journals</collection><collection>Medline</collection><collection>MEDLINE</collection><collection>MEDLINE (Ovid)</collection><collection>MEDLINE</collection><collection>MEDLINE</collection><collection>PubMed</collection><collection>CrossRef</collection><collection>Immunology Abstracts</collection><collection>Neurosciences Abstracts</collection><collection>AIDS and Cancer Research Abstracts</collection><collection>ProQuest Health & Medical Complete (Alumni)</collection><collection>MEDLINE - Academic</collection><collection>PubMed Central (Full Participant titles)</collection><jtitle>Clinical and experimental medicine</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Li, Peilin</au><au>Su, Guolei</au><au>Cui, Yinglin</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Integrative single-cell and bulk transcriptome analyses identify a distinct pro-tumor macrophage signature that has a major prognostic impact on glioblastomas</atitle><jtitle>Clinical and experimental medicine</jtitle><stitle>Clin Exp Med</stitle><addtitle>Clin Exp Med</addtitle><date>2024-08-13</date><risdate>2024</risdate><volume>24</volume><issue>1</issue><spage>187</spage><pages>187-</pages><artnum>187</artnum><issn>1591-9528</issn><issn>1591-8890</issn><eissn>1591-9528</eissn><abstract>Glioblastoma (GBM) is a highly heterogeneous disease with poor clinical outcomes. To comprehensively dissect the molecular landscape of GBM and heterogeneous macrophage clusters in the progression of GBM, this study integrates single-cell and bulk transcriptome data to recognize a distinct pro-tumor macrophage cluster significantly associated with the prognosis of GBM and develop a GBM prognostic signature to facilitate prior subtypes. Leveraging glioma single-cell sequencing data, we identified a novel pro-tumor macrophage subgroup, marked by S100A9, which might interact with endothelial cells to facilitate tumor progression via angiogenesis. To further benefit clinical application, a prognostic signature was established with the genes associated with pro-tumor macrophages. Patients classified within the high-risk group characterized with enrichment in functions related to tumor progression, including epithelial-mesenchymal transition and hypoxia, displays elevated mutations in the TERT promoter region, reduced methylation in the MGMT promoter region, poorer prognoses, and diminished responses to temozolomide therapy, thus effectively discriminating between the prognostic outcomes of GBM patients. Our research sheds light on the intricate microenvironment of gliomas and identifies potential molecular targets for the development of novel therapeutic approaches.</abstract><cop>Cham</cop><pub>Springer International Publishing</pub><pmid>39136841</pmid><doi>10.1007/s10238-024-01454-5</doi><oa>free_for_read</oa></addata></record> |
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subjects | Angiogenesis Brain Neoplasms - genetics Brain Neoplasms - pathology DNA Methylation DNA Modification Methylases - genetics DNA Repair Enzymes Endothelial cells Gene Expression Profiling Gene Expression Regulation, Neoplastic Glioblastoma Glioblastoma - genetics Glioblastoma - pathology Glioma cells Hematology Humans Hypoxia Internal Medicine Macrophages Macrophages - metabolism Medicine Medicine & Public Health Microenvironments Oncology Prognosis Risk groups Single-Cell Analysis Telomerase - genetics Temozolomide Temozolomide - therapeutic use Transcriptome Transcriptomes Tumor Microenvironment - genetics Tumor Suppressor Proteins - genetics Tumor-Associated Macrophages - immunology Tumor-Associated Macrophages - metabolism Tumors |
title | Integrative single-cell and bulk transcriptome analyses identify a distinct pro-tumor macrophage signature that has a major prognostic impact on glioblastomas |
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