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Analysis of Immune Gene Expression Subtypes Reveals Osteosarcoma Immune Heterogeneity
BACKGROUND: Osteosarcoma (OS) patients have a poor response to immunotherapy due to the sheer complexity of the immune system and the nuances of the tumor-immune microenvironment. Methodology. To gain insights into the immune heterogeneity of OS, we identified robust clusters of patients based on th...
Autores principales: | , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Hindawi
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7939746/ https://www.ncbi.nlm.nih.gov/pubmed/33727926 http://dx.doi.org/10.1155/2021/6649412 |
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author | Wan, Ben Wang, Renxian Nie, Jingjun Sun, Yuyang Zhang, Bowen Liu, Weifeng Chen, Dafu |
author_facet | Wan, Ben Wang, Renxian Nie, Jingjun Sun, Yuyang Zhang, Bowen Liu, Weifeng Chen, Dafu |
author_sort | Wan, Ben |
collection | PubMed |
description | BACKGROUND: Osteosarcoma (OS) patients have a poor response to immunotherapy due to the sheer complexity of the immune system and the nuances of the tumor-immune microenvironment. Methodology. To gain insights into the immune heterogeneity of OS, we identified robust clusters of patients based on the immune gene expression profiles of OS patients in the TARGET database and assessed their reproducibility in an independent cohort collected from the GEO database. The association of comprehensive molecular characterization with reproducible immune subtypes was accessed with ANOVA. Furthermore, we visualized the distribution of individual patients in a tree structure by the graph structure learning-based dimensionality reduction algorithm. RESULTS: We found that 87 OS samples can be divided into 5 immune subtypes, and each of them was associated with distinct clinical outcomes. The immune subtypes also demonstrated widely different patterns in tumor genetic aberrations, tumor-infiltrating, immune cell composition, and cytokine profiles. The immune landscape of OS uncovered the significant intracluster heterogeneity within each subtype and depicted a continuous immune spectrum across patients. CONCLUSION: The established five immune subtypes in our study suggested immune heterogeneity in OS patients and may provide optimal individual immunotherapy for patients exhibiting OS. |
format | Online Article Text |
id | pubmed-7939746 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Hindawi |
record_format | MEDLINE/PubMed |
spelling | pubmed-79397462021-03-15 Analysis of Immune Gene Expression Subtypes Reveals Osteosarcoma Immune Heterogeneity Wan, Ben Wang, Renxian Nie, Jingjun Sun, Yuyang Zhang, Bowen Liu, Weifeng Chen, Dafu J Oncol Research Article BACKGROUND: Osteosarcoma (OS) patients have a poor response to immunotherapy due to the sheer complexity of the immune system and the nuances of the tumor-immune microenvironment. Methodology. To gain insights into the immune heterogeneity of OS, we identified robust clusters of patients based on the immune gene expression profiles of OS patients in the TARGET database and assessed their reproducibility in an independent cohort collected from the GEO database. The association of comprehensive molecular characterization with reproducible immune subtypes was accessed with ANOVA. Furthermore, we visualized the distribution of individual patients in a tree structure by the graph structure learning-based dimensionality reduction algorithm. RESULTS: We found that 87 OS samples can be divided into 5 immune subtypes, and each of them was associated with distinct clinical outcomes. The immune subtypes also demonstrated widely different patterns in tumor genetic aberrations, tumor-infiltrating, immune cell composition, and cytokine profiles. The immune landscape of OS uncovered the significant intracluster heterogeneity within each subtype and depicted a continuous immune spectrum across patients. CONCLUSION: The established five immune subtypes in our study suggested immune heterogeneity in OS patients and may provide optimal individual immunotherapy for patients exhibiting OS. Hindawi 2021-03-01 /pmc/articles/PMC7939746/ /pubmed/33727926 http://dx.doi.org/10.1155/2021/6649412 Text en Copyright © 2021 Ben Wan et al. https://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Research Article Wan, Ben Wang, Renxian Nie, Jingjun Sun, Yuyang Zhang, Bowen Liu, Weifeng Chen, Dafu Analysis of Immune Gene Expression Subtypes Reveals Osteosarcoma Immune Heterogeneity |
title | Analysis of Immune Gene Expression Subtypes Reveals Osteosarcoma Immune Heterogeneity |
title_full | Analysis of Immune Gene Expression Subtypes Reveals Osteosarcoma Immune Heterogeneity |
title_fullStr | Analysis of Immune Gene Expression Subtypes Reveals Osteosarcoma Immune Heterogeneity |
title_full_unstemmed | Analysis of Immune Gene Expression Subtypes Reveals Osteosarcoma Immune Heterogeneity |
title_short | Analysis of Immune Gene Expression Subtypes Reveals Osteosarcoma Immune Heterogeneity |
title_sort | analysis of immune gene expression subtypes reveals osteosarcoma immune heterogeneity |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7939746/ https://www.ncbi.nlm.nih.gov/pubmed/33727926 http://dx.doi.org/10.1155/2021/6649412 |
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