Cargando…
The immune subtypes and landscape of sarcomas
BACKGROUND: Considering the molecular heterogeneity of sarcomas and their immunologically quiet character, immunotherapy (e.g., immune checkpoint inhibitors) plays a viable role in only a subset of these tumors. This study aimed to determine the immune subtypes (IMSs) of sarcomas for selecting suita...
Autores principales: | , , , , , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2022
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9508767/ https://www.ncbi.nlm.nih.gov/pubmed/36153483 http://dx.doi.org/10.1186/s12865-022-00522-3 |
_version_ | 1784797089229701120 |
---|---|
author | Weng, Weiwei Yu, Lin Li, Zhang Tan, Cong Lv, Jiaojie Lao, I. Weng Hu, Wenhuo Deng, Zhenzhong Liu, Zebing Wang, Jian Xu, Midie |
author_facet | Weng, Weiwei Yu, Lin Li, Zhang Tan, Cong Lv, Jiaojie Lao, I. Weng Hu, Wenhuo Deng, Zhenzhong Liu, Zebing Wang, Jian Xu, Midie |
author_sort | Weng, Weiwei |
collection | PubMed |
description | BACKGROUND: Considering the molecular heterogeneity of sarcomas and their immunologically quiet character, immunotherapy (e.g., immune checkpoint inhibitors) plays a viable role in only a subset of these tumors. This study aimed to determine the immune subtypes (IMSs) of sarcomas for selecting suitable patients from an extremely heterogeneous population. RESULTS: By performing consensus clustering analysis of the gene expression profiles of 538 patients with sarcomas in online databases, we stratified sarcomas into three IMSs characterized by different immune cell features, tumor mutational burdens (TMBs), gene mutations, and clinical outcomes. IMS1 showed an immune “hot” and immunosuppressive phenotype, the highest frequencies of CSMD3 mutation but the lowest frequencies of HMCN1 and LAMA2 mutations; these patients had the worst progression-free survival (PFS). IMS2 was defined by a high TMB and more gene mutations, but had the lowest frequency of MND1 mutations. IMS3 displayed the highest MDN1 expression level and an immune “cold” phenotype, these patients had the worst PFS. Each subtype was associated with different expression levels of immunogenic cell death modulators and immune checkpoints. Moreover, we applied graph learning-based dimensionality reduction to the immune landscape and identified significant intra-cluster heterogeneity within each IMS. Finally, we developed and validated an immune gene signature with good prognostic performance. CONCLUSIONS: Our results provide a conceptual framework for understanding the immunological heterogeneity of sarcomas. The identification of immune-related subtypes may facilitate optimal selection of sarcoma patients who will respond to appropriate therapeutic strategies. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12865-022-00522-3. |
format | Online Article Text |
id | pubmed-9508767 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-95087672022-09-25 The immune subtypes and landscape of sarcomas Weng, Weiwei Yu, Lin Li, Zhang Tan, Cong Lv, Jiaojie Lao, I. Weng Hu, Wenhuo Deng, Zhenzhong Liu, Zebing Wang, Jian Xu, Midie BMC Immunol Research BACKGROUND: Considering the molecular heterogeneity of sarcomas and their immunologically quiet character, immunotherapy (e.g., immune checkpoint inhibitors) plays a viable role in only a subset of these tumors. This study aimed to determine the immune subtypes (IMSs) of sarcomas for selecting suitable patients from an extremely heterogeneous population. RESULTS: By performing consensus clustering analysis of the gene expression profiles of 538 patients with sarcomas in online databases, we stratified sarcomas into three IMSs characterized by different immune cell features, tumor mutational burdens (TMBs), gene mutations, and clinical outcomes. IMS1 showed an immune “hot” and immunosuppressive phenotype, the highest frequencies of CSMD3 mutation but the lowest frequencies of HMCN1 and LAMA2 mutations; these patients had the worst progression-free survival (PFS). IMS2 was defined by a high TMB and more gene mutations, but had the lowest frequency of MND1 mutations. IMS3 displayed the highest MDN1 expression level and an immune “cold” phenotype, these patients had the worst PFS. Each subtype was associated with different expression levels of immunogenic cell death modulators and immune checkpoints. Moreover, we applied graph learning-based dimensionality reduction to the immune landscape and identified significant intra-cluster heterogeneity within each IMS. Finally, we developed and validated an immune gene signature with good prognostic performance. CONCLUSIONS: Our results provide a conceptual framework for understanding the immunological heterogeneity of sarcomas. The identification of immune-related subtypes may facilitate optimal selection of sarcoma patients who will respond to appropriate therapeutic strategies. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12865-022-00522-3. BioMed Central 2022-09-24 /pmc/articles/PMC9508767/ /pubmed/36153483 http://dx.doi.org/10.1186/s12865-022-00522-3 Text en © The Author(s) 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 Weng, Weiwei Yu, Lin Li, Zhang Tan, Cong Lv, Jiaojie Lao, I. Weng Hu, Wenhuo Deng, Zhenzhong Liu, Zebing Wang, Jian Xu, Midie The immune subtypes and landscape of sarcomas |
title | The immune subtypes and landscape of sarcomas |
title_full | The immune subtypes and landscape of sarcomas |
title_fullStr | The immune subtypes and landscape of sarcomas |
title_full_unstemmed | The immune subtypes and landscape of sarcomas |
title_short | The immune subtypes and landscape of sarcomas |
title_sort | immune subtypes and landscape of sarcomas |
topic | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9508767/ https://www.ncbi.nlm.nih.gov/pubmed/36153483 http://dx.doi.org/10.1186/s12865-022-00522-3 |
work_keys_str_mv | AT wengweiwei theimmunesubtypesandlandscapeofsarcomas AT yulin theimmunesubtypesandlandscapeofsarcomas AT lizhang theimmunesubtypesandlandscapeofsarcomas AT tancong theimmunesubtypesandlandscapeofsarcomas AT lvjiaojie theimmunesubtypesandlandscapeofsarcomas AT laoiweng theimmunesubtypesandlandscapeofsarcomas AT huwenhuo theimmunesubtypesandlandscapeofsarcomas AT dengzhenzhong theimmunesubtypesandlandscapeofsarcomas AT liuzebing theimmunesubtypesandlandscapeofsarcomas AT wangjian theimmunesubtypesandlandscapeofsarcomas AT xumidie theimmunesubtypesandlandscapeofsarcomas AT wengweiwei immunesubtypesandlandscapeofsarcomas AT yulin immunesubtypesandlandscapeofsarcomas AT lizhang immunesubtypesandlandscapeofsarcomas AT tancong immunesubtypesandlandscapeofsarcomas AT lvjiaojie immunesubtypesandlandscapeofsarcomas AT laoiweng immunesubtypesandlandscapeofsarcomas AT huwenhuo immunesubtypesandlandscapeofsarcomas AT dengzhenzhong immunesubtypesandlandscapeofsarcomas AT liuzebing immunesubtypesandlandscapeofsarcomas AT wangjian immunesubtypesandlandscapeofsarcomas AT xumidie immunesubtypesandlandscapeofsarcomas |