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MAPK inhibitor sensitivity scores predict sensitivity driven by the immune infiltration in pediatric low-grade gliomas
Pediatric low-grade gliomas (pLGG) show heterogeneous responses to MAPK inhibitors (MAPKi) in clinical trials. Thus, more complex stratification biomarkers are needed to identify patients likely to benefit from MAPKi therapy. Here, we identify MAPK-related genes enriched in MAPKi-sensitive cell line...
Autores principales: | , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10374577/ https://www.ncbi.nlm.nih.gov/pubmed/37500667 http://dx.doi.org/10.1038/s41467-023-40235-8 |
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author | Sigaud, Romain Albert, Thomas K. Hess, Caroline Hielscher, Thomas Winkler, Nadine Kocher, Daniela Walter, Carolin Münter, Daniel Selt, Florian Usta, Diren Ecker, Jonas Brentrup, Angela Hasselblatt, Martin Thomas, Christian Varghese, Julian Capper, David Thomale, Ulrich W. Hernáiz Driever, Pablo Simon, Michèle Horn, Svea Herz, Nina Annika Koch, Arend Sahm, Felix Hamelmann, Stefan Faria-Andrade, Augusto Jabado, Nada Schuhmann, Martin U. Schouten-van Meeteren, Antoinette Y. N. Hoving, Eelco Brummer, Tilman van Tilburg, Cornelis M. Pfister, Stefan M. Witt, Olaf Jones, David T. W. Kerl, Kornelius Milde, Till |
author_facet | Sigaud, Romain Albert, Thomas K. Hess, Caroline Hielscher, Thomas Winkler, Nadine Kocher, Daniela Walter, Carolin Münter, Daniel Selt, Florian Usta, Diren Ecker, Jonas Brentrup, Angela Hasselblatt, Martin Thomas, Christian Varghese, Julian Capper, David Thomale, Ulrich W. Hernáiz Driever, Pablo Simon, Michèle Horn, Svea Herz, Nina Annika Koch, Arend Sahm, Felix Hamelmann, Stefan Faria-Andrade, Augusto Jabado, Nada Schuhmann, Martin U. Schouten-van Meeteren, Antoinette Y. N. Hoving, Eelco Brummer, Tilman van Tilburg, Cornelis M. Pfister, Stefan M. Witt, Olaf Jones, David T. W. Kerl, Kornelius Milde, Till |
author_sort | Sigaud, Romain |
collection | PubMed |
description | Pediatric low-grade gliomas (pLGG) show heterogeneous responses to MAPK inhibitors (MAPKi) in clinical trials. Thus, more complex stratification biomarkers are needed to identify patients likely to benefit from MAPKi therapy. Here, we identify MAPK-related genes enriched in MAPKi-sensitive cell lines using the GDSC dataset and apply them to calculate class-specific MAPKi sensitivity scores (MSSs) via single-sample gene set enrichment analysis. The MSSs discriminate MAPKi-sensitive and non-sensitive cells in the GDSC dataset and significantly correlate with response to MAPKi in an independent PDX dataset. The MSSs discern gliomas with varying MAPK alterations and are higher in pLGG compared to other pediatric CNS tumors. Heterogenous MSSs within pLGGs with the same MAPK alteration identify proportions of potentially sensitive patients. The MEKi MSS predicts treatment response in a small set of pLGG patients treated with trametinib. High MSSs correlate with a higher immune cell infiltration, with high expression in the microglia compartment in single-cell RNA sequencing data, while low MSSs correlate with low immune infiltration and increased neuronal score. The MSSs represent predictive tools for the stratification of pLGG patients and should be prospectively validated in clinical trials. Our data supports a role for microglia in the response to MAPKi. |
format | Online Article Text |
id | pubmed-10374577 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-103745772023-07-29 MAPK inhibitor sensitivity scores predict sensitivity driven by the immune infiltration in pediatric low-grade gliomas Sigaud, Romain Albert, Thomas K. Hess, Caroline Hielscher, Thomas Winkler, Nadine Kocher, Daniela Walter, Carolin Münter, Daniel Selt, Florian Usta, Diren Ecker, Jonas Brentrup, Angela Hasselblatt, Martin Thomas, Christian Varghese, Julian Capper, David Thomale, Ulrich W. Hernáiz Driever, Pablo Simon, Michèle Horn, Svea Herz, Nina Annika Koch, Arend Sahm, Felix Hamelmann, Stefan Faria-Andrade, Augusto Jabado, Nada Schuhmann, Martin U. Schouten-van Meeteren, Antoinette Y. N. Hoving, Eelco Brummer, Tilman van Tilburg, Cornelis M. Pfister, Stefan M. Witt, Olaf Jones, David T. W. Kerl, Kornelius Milde, Till Nat Commun Article Pediatric low-grade gliomas (pLGG) show heterogeneous responses to MAPK inhibitors (MAPKi) in clinical trials. Thus, more complex stratification biomarkers are needed to identify patients likely to benefit from MAPKi therapy. Here, we identify MAPK-related genes enriched in MAPKi-sensitive cell lines using the GDSC dataset and apply them to calculate class-specific MAPKi sensitivity scores (MSSs) via single-sample gene set enrichment analysis. The MSSs discriminate MAPKi-sensitive and non-sensitive cells in the GDSC dataset and significantly correlate with response to MAPKi in an independent PDX dataset. The MSSs discern gliomas with varying MAPK alterations and are higher in pLGG compared to other pediatric CNS tumors. Heterogenous MSSs within pLGGs with the same MAPK alteration identify proportions of potentially sensitive patients. The MEKi MSS predicts treatment response in a small set of pLGG patients treated with trametinib. High MSSs correlate with a higher immune cell infiltration, with high expression in the microglia compartment in single-cell RNA sequencing data, while low MSSs correlate with low immune infiltration and increased neuronal score. The MSSs represent predictive tools for the stratification of pLGG patients and should be prospectively validated in clinical trials. Our data supports a role for microglia in the response to MAPKi. Nature Publishing Group UK 2023-07-27 /pmc/articles/PMC10374577/ /pubmed/37500667 http://dx.doi.org/10.1038/s41467-023-40235-8 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/) . |
spellingShingle | Article Sigaud, Romain Albert, Thomas K. Hess, Caroline Hielscher, Thomas Winkler, Nadine Kocher, Daniela Walter, Carolin Münter, Daniel Selt, Florian Usta, Diren Ecker, Jonas Brentrup, Angela Hasselblatt, Martin Thomas, Christian Varghese, Julian Capper, David Thomale, Ulrich W. Hernáiz Driever, Pablo Simon, Michèle Horn, Svea Herz, Nina Annika Koch, Arend Sahm, Felix Hamelmann, Stefan Faria-Andrade, Augusto Jabado, Nada Schuhmann, Martin U. Schouten-van Meeteren, Antoinette Y. N. Hoving, Eelco Brummer, Tilman van Tilburg, Cornelis M. Pfister, Stefan M. Witt, Olaf Jones, David T. W. Kerl, Kornelius Milde, Till MAPK inhibitor sensitivity scores predict sensitivity driven by the immune infiltration in pediatric low-grade gliomas |
title | MAPK inhibitor sensitivity scores predict sensitivity driven by the immune infiltration in pediatric low-grade gliomas |
title_full | MAPK inhibitor sensitivity scores predict sensitivity driven by the immune infiltration in pediatric low-grade gliomas |
title_fullStr | MAPK inhibitor sensitivity scores predict sensitivity driven by the immune infiltration in pediatric low-grade gliomas |
title_full_unstemmed | MAPK inhibitor sensitivity scores predict sensitivity driven by the immune infiltration in pediatric low-grade gliomas |
title_short | MAPK inhibitor sensitivity scores predict sensitivity driven by the immune infiltration in pediatric low-grade gliomas |
title_sort | mapk inhibitor sensitivity scores predict sensitivity driven by the immune infiltration in pediatric low-grade gliomas |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10374577/ https://www.ncbi.nlm.nih.gov/pubmed/37500667 http://dx.doi.org/10.1038/s41467-023-40235-8 |
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