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Deconvolution of sarcoma methylomes reveals varying degrees of immune cell infiltrates with association to genomic aberrations
BACKGROUND: Soft-tissue sarcomas (STS) are a heterogeneous group of mesenchymal tumors for which response to immunotherapies is not well established. Therefore, it is important to risk-stratify and identify STS patients who will most likely benefit from these treatments. RESULTS: To reveal shared an...
Autores principales: | , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8117561/ https://www.ncbi.nlm.nih.gov/pubmed/33980253 http://dx.doi.org/10.1186/s12967-021-02858-7 |
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author | Simon, Malte Mughal, Sadaf S. Horak, Peter Uhrig, Sebastian Buchloh, Jonas Aybey, Bogac Stenzinger, Albrecht Glimm, Hanno Fröhling, Stefan Brors, Benedikt Imbusch, Charles D. |
author_facet | Simon, Malte Mughal, Sadaf S. Horak, Peter Uhrig, Sebastian Buchloh, Jonas Aybey, Bogac Stenzinger, Albrecht Glimm, Hanno Fröhling, Stefan Brors, Benedikt Imbusch, Charles D. |
author_sort | Simon, Malte |
collection | PubMed |
description | BACKGROUND: Soft-tissue sarcomas (STS) are a heterogeneous group of mesenchymal tumors for which response to immunotherapies is not well established. Therefore, it is important to risk-stratify and identify STS patients who will most likely benefit from these treatments. RESULTS: To reveal shared and distinct methylation signatures present in STS, we performed unsupervised deconvolution of DNA methylation data from the TCGA sarcoma and an independent validation cohort. We showed that leiomyosarcoma can be subclassified into three distinct methylation groups. More importantly, we identified a component associated with tumor-infiltrating leukocytes, which suggests varying degrees of immune cell infiltration in STS subtypes and an association with prognosis. We further investigated the genomic alterations that may influence tumor infiltration by leukocytes including RB1 loss in undifferentiated pleomorphic sarcomas and ELK3 amplification in dedifferentiated liposarcomas. CONCLUSIONS: In summary, we have leveraged unsupervised methylation-based deconvolution to characterize the immune compartment and molecularly stratify subtypes in STS, which may benefit precision medicine in the future. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12967-021-02858-7. |
format | Online Article Text |
id | pubmed-8117561 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-81175612021-05-13 Deconvolution of sarcoma methylomes reveals varying degrees of immune cell infiltrates with association to genomic aberrations Simon, Malte Mughal, Sadaf S. Horak, Peter Uhrig, Sebastian Buchloh, Jonas Aybey, Bogac Stenzinger, Albrecht Glimm, Hanno Fröhling, Stefan Brors, Benedikt Imbusch, Charles D. J Transl Med Research BACKGROUND: Soft-tissue sarcomas (STS) are a heterogeneous group of mesenchymal tumors for which response to immunotherapies is not well established. Therefore, it is important to risk-stratify and identify STS patients who will most likely benefit from these treatments. RESULTS: To reveal shared and distinct methylation signatures present in STS, we performed unsupervised deconvolution of DNA methylation data from the TCGA sarcoma and an independent validation cohort. We showed that leiomyosarcoma can be subclassified into three distinct methylation groups. More importantly, we identified a component associated with tumor-infiltrating leukocytes, which suggests varying degrees of immune cell infiltration in STS subtypes and an association with prognosis. We further investigated the genomic alterations that may influence tumor infiltration by leukocytes including RB1 loss in undifferentiated pleomorphic sarcomas and ELK3 amplification in dedifferentiated liposarcomas. CONCLUSIONS: In summary, we have leveraged unsupervised methylation-based deconvolution to characterize the immune compartment and molecularly stratify subtypes in STS, which may benefit precision medicine in the future. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12967-021-02858-7. BioMed Central 2021-05-12 /pmc/articles/PMC8117561/ /pubmed/33980253 http://dx.doi.org/10.1186/s12967-021-02858-7 Text en © The Author(s) 2021, corrected publication 2022 https://creativecommons.org/licenses/by/4.0/Open AccessThis 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 Simon, Malte Mughal, Sadaf S. Horak, Peter Uhrig, Sebastian Buchloh, Jonas Aybey, Bogac Stenzinger, Albrecht Glimm, Hanno Fröhling, Stefan Brors, Benedikt Imbusch, Charles D. Deconvolution of sarcoma methylomes reveals varying degrees of immune cell infiltrates with association to genomic aberrations |
title | Deconvolution of sarcoma methylomes reveals varying degrees of immune cell infiltrates with association to genomic aberrations |
title_full | Deconvolution of sarcoma methylomes reveals varying degrees of immune cell infiltrates with association to genomic aberrations |
title_fullStr | Deconvolution of sarcoma methylomes reveals varying degrees of immune cell infiltrates with association to genomic aberrations |
title_full_unstemmed | Deconvolution of sarcoma methylomes reveals varying degrees of immune cell infiltrates with association to genomic aberrations |
title_short | Deconvolution of sarcoma methylomes reveals varying degrees of immune cell infiltrates with association to genomic aberrations |
title_sort | deconvolution of sarcoma methylomes reveals varying degrees of immune cell infiltrates with association to genomic aberrations |
topic | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8117561/ https://www.ncbi.nlm.nih.gov/pubmed/33980253 http://dx.doi.org/10.1186/s12967-021-02858-7 |
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