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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...

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Autores principales: Wan, Ben, Wang, Renxian, Nie, Jingjun, Sun, Yuyang, Zhang, Bowen, Liu, Weifeng, Chen, Dafu
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Hindawi 2021
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.
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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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