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Group-specific cellular metabolism in Medulloblastoma
BACKGROUND: Cancer metabolism influences multiple aspects of tumorigenesis and causes diversity across malignancies. Although comprehensive research has extended our knowledge of molecular subgroups in medulloblastoma (MB), discrete analysis of metabolic heterogeneity is currently lacking. This stud...
Autores principales: | , , , , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10242934/ https://www.ncbi.nlm.nih.gov/pubmed/37277823 http://dx.doi.org/10.1186/s12967-023-04211-6 |
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author | Funke, Viktoria L. E. Walter, Carolin Melcher, Viktoria Wei, Lanying Sandmann, Sarah Hotfilder, Marc Varghese, Julian Jäger, Natalie Kool, Marcel Jones, David T. W. Pfister, Stefan M. Milde, Till Mynarek, Martin Rutkowski, Stefan Seggewiss, Jochen Jeising, Daniela de Faria, Flavia W. Marquardt, Thorsten Albert, Thomas K. Schüller, Ulrich Kerl, Kornelius |
author_facet | Funke, Viktoria L. E. Walter, Carolin Melcher, Viktoria Wei, Lanying Sandmann, Sarah Hotfilder, Marc Varghese, Julian Jäger, Natalie Kool, Marcel Jones, David T. W. Pfister, Stefan M. Milde, Till Mynarek, Martin Rutkowski, Stefan Seggewiss, Jochen Jeising, Daniela de Faria, Flavia W. Marquardt, Thorsten Albert, Thomas K. Schüller, Ulrich Kerl, Kornelius |
author_sort | Funke, Viktoria L. E. |
collection | PubMed |
description | BACKGROUND: Cancer metabolism influences multiple aspects of tumorigenesis and causes diversity across malignancies. Although comprehensive research has extended our knowledge of molecular subgroups in medulloblastoma (MB), discrete analysis of metabolic heterogeneity is currently lacking. This study seeks to improve our understanding of metabolic phenotypes in MB and their impact on patients’ outcomes. METHODS: Data from four independent MB cohorts encompassing 1,288 patients were analysed. We explored metabolic characteristics of 902 patients (ICGC and MAGIC cohorts) on bulk RNA level. Moreover, data from 491 patients (ICGC cohort) were searched for DNA alterations in genes regulating cell metabolism. To determine the role of intratumoral metabolic differences, we examined single-cell RNA-sequencing (scRNA-seq) data from 34 additional patients. Findings on metabolic heterogeneity were correlated to clinical data. RESULTS: Established MB groups exhibit substantial differences in metabolic gene expression. By employing unsupervised analyses, we identified three clusters of group 3 and 4 samples with distinct metabolic features in ICGC and MAGIC cohorts. Analysis of scRNA-seq data confirmed our results of intertumoral heterogeneity underlying the according differences in metabolic gene expression. On DNA level, we discovered clear associations between altered regulatory genes involved in MB development and lipid metabolism. Additionally, we determined the prognostic value of metabolic gene expression in MB and showed that expression of genes involved in metabolism of inositol phosphates and nucleotides correlates with patient survival. CONCLUSION: Our research underlines the biological and clinical relevance of metabolic alterations in MB. Thus, distinct metabolic signatures presented here might be the first step towards future metabolism-targeted therapeutic options. GRAPHICAL ABSTRACT: [Image: see text] SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12967-023-04211-6. |
format | Online Article Text |
id | pubmed-10242934 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-102429342023-06-07 Group-specific cellular metabolism in Medulloblastoma Funke, Viktoria L. E. Walter, Carolin Melcher, Viktoria Wei, Lanying Sandmann, Sarah Hotfilder, Marc Varghese, Julian Jäger, Natalie Kool, Marcel Jones, David T. W. Pfister, Stefan M. Milde, Till Mynarek, Martin Rutkowski, Stefan Seggewiss, Jochen Jeising, Daniela de Faria, Flavia W. Marquardt, Thorsten Albert, Thomas K. Schüller, Ulrich Kerl, Kornelius J Transl Med Research BACKGROUND: Cancer metabolism influences multiple aspects of tumorigenesis and causes diversity across malignancies. Although comprehensive research has extended our knowledge of molecular subgroups in medulloblastoma (MB), discrete analysis of metabolic heterogeneity is currently lacking. This study seeks to improve our understanding of metabolic phenotypes in MB and their impact on patients’ outcomes. METHODS: Data from four independent MB cohorts encompassing 1,288 patients were analysed. We explored metabolic characteristics of 902 patients (ICGC and MAGIC cohorts) on bulk RNA level. Moreover, data from 491 patients (ICGC cohort) were searched for DNA alterations in genes regulating cell metabolism. To determine the role of intratumoral metabolic differences, we examined single-cell RNA-sequencing (scRNA-seq) data from 34 additional patients. Findings on metabolic heterogeneity were correlated to clinical data. RESULTS: Established MB groups exhibit substantial differences in metabolic gene expression. By employing unsupervised analyses, we identified three clusters of group 3 and 4 samples with distinct metabolic features in ICGC and MAGIC cohorts. Analysis of scRNA-seq data confirmed our results of intertumoral heterogeneity underlying the according differences in metabolic gene expression. On DNA level, we discovered clear associations between altered regulatory genes involved in MB development and lipid metabolism. Additionally, we determined the prognostic value of metabolic gene expression in MB and showed that expression of genes involved in metabolism of inositol phosphates and nucleotides correlates with patient survival. CONCLUSION: Our research underlines the biological and clinical relevance of metabolic alterations in MB. Thus, distinct metabolic signatures presented here might be the first step towards future metabolism-targeted therapeutic options. GRAPHICAL ABSTRACT: [Image: see text] SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12967-023-04211-6. BioMed Central 2023-06-05 /pmc/articles/PMC10242934/ /pubmed/37277823 http://dx.doi.org/10.1186/s12967-023-04211-6 Text en © The Author(s) 2023 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/ (https://creativecommons.org/publicdomain/zero/1.0/) ) applies to the data made available in this article, unless otherwise stated in a credit line to the data. |
spellingShingle | Research Funke, Viktoria L. E. Walter, Carolin Melcher, Viktoria Wei, Lanying Sandmann, Sarah Hotfilder, Marc Varghese, Julian Jäger, Natalie Kool, Marcel Jones, David T. W. Pfister, Stefan M. Milde, Till Mynarek, Martin Rutkowski, Stefan Seggewiss, Jochen Jeising, Daniela de Faria, Flavia W. Marquardt, Thorsten Albert, Thomas K. Schüller, Ulrich Kerl, Kornelius Group-specific cellular metabolism in Medulloblastoma |
title | Group-specific cellular metabolism in Medulloblastoma |
title_full | Group-specific cellular metabolism in Medulloblastoma |
title_fullStr | Group-specific cellular metabolism in Medulloblastoma |
title_full_unstemmed | Group-specific cellular metabolism in Medulloblastoma |
title_short | Group-specific cellular metabolism in Medulloblastoma |
title_sort | group-specific cellular metabolism in medulloblastoma |
topic | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10242934/ https://www.ncbi.nlm.nih.gov/pubmed/37277823 http://dx.doi.org/10.1186/s12967-023-04211-6 |
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