Cargando…
New gene signature from the dominant infiltration immune cell type in osteosarcoma predicts overall survival
The immune microenvironment of osteosarcoma (OS) has been reported to play an important role in disease progression and prognosis. However, owing to tumor heterogeneity, it is not ideal to predict OS prognosis by examining only infiltrating immune cells. This work aimed to build a prognostic gene si...
Autores principales: | , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2023
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10600156/ https://www.ncbi.nlm.nih.gov/pubmed/37880378 http://dx.doi.org/10.1038/s41598-023-45566-6 |
_version_ | 1785125927626211328 |
---|---|
author | Gong, Liping Sun, Xifeng Jia, Ming |
author_facet | Gong, Liping Sun, Xifeng Jia, Ming |
author_sort | Gong, Liping |
collection | PubMed |
description | The immune microenvironment of osteosarcoma (OS) has been reported to play an important role in disease progression and prognosis. However, owing to tumor heterogeneity, it is not ideal to predict OS prognosis by examining only infiltrating immune cells. This work aimed to build a prognostic gene signature based on similarities in the immune microenvironments of OS patients. Public datasets were used to examine the correlated genes, and the most consistent dominant infiltrating immune cell type was identified. The LASSO Cox regression model was used to establish a multiple-gene risk prediction signature. A nine-gene prognostic signature was generated from the correlated genes for M0 macrophages and then proven to be effective and reliable in validation cohorts. Signature comparison indicated the priority of the signature. Multivariate Cox regression models indicated that the signature risk score is an independent prognostic factor for OS patients regardless of the Huvos grade in all datasets. In addition, the results of the association between the signature risk score and chemotherapy sensitivity also showed that there was no significant difference in the sensitivity of any drugs between the low- and high-risk groups. A GSEA of GO and KEGG pathways found that antigen processing- and presentation-related biological functions and olfactory transduction receptor signaling pathways have important roles in signature functioning. Our findings showed that M0 macrophages were the dominant infiltrating immune cell type in OS and that the new gene signature is a promising prognostic model for OS patients. |
format | Online Article Text |
id | pubmed-10600156 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-106001562023-10-27 New gene signature from the dominant infiltration immune cell type in osteosarcoma predicts overall survival Gong, Liping Sun, Xifeng Jia, Ming Sci Rep Article The immune microenvironment of osteosarcoma (OS) has been reported to play an important role in disease progression and prognosis. However, owing to tumor heterogeneity, it is not ideal to predict OS prognosis by examining only infiltrating immune cells. This work aimed to build a prognostic gene signature based on similarities in the immune microenvironments of OS patients. Public datasets were used to examine the correlated genes, and the most consistent dominant infiltrating immune cell type was identified. The LASSO Cox regression model was used to establish a multiple-gene risk prediction signature. A nine-gene prognostic signature was generated from the correlated genes for M0 macrophages and then proven to be effective and reliable in validation cohorts. Signature comparison indicated the priority of the signature. Multivariate Cox regression models indicated that the signature risk score is an independent prognostic factor for OS patients regardless of the Huvos grade in all datasets. In addition, the results of the association between the signature risk score and chemotherapy sensitivity also showed that there was no significant difference in the sensitivity of any drugs between the low- and high-risk groups. A GSEA of GO and KEGG pathways found that antigen processing- and presentation-related biological functions and olfactory transduction receptor signaling pathways have important roles in signature functioning. Our findings showed that M0 macrophages were the dominant infiltrating immune cell type in OS and that the new gene signature is a promising prognostic model for OS patients. Nature Publishing Group UK 2023-10-25 /pmc/articles/PMC10600156/ /pubmed/37880378 http://dx.doi.org/10.1038/s41598-023-45566-6 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 Gong, Liping Sun, Xifeng Jia, Ming New gene signature from the dominant infiltration immune cell type in osteosarcoma predicts overall survival |
title | New gene signature from the dominant infiltration immune cell type in osteosarcoma predicts overall survival |
title_full | New gene signature from the dominant infiltration immune cell type in osteosarcoma predicts overall survival |
title_fullStr | New gene signature from the dominant infiltration immune cell type in osteosarcoma predicts overall survival |
title_full_unstemmed | New gene signature from the dominant infiltration immune cell type in osteosarcoma predicts overall survival |
title_short | New gene signature from the dominant infiltration immune cell type in osteosarcoma predicts overall survival |
title_sort | new gene signature from the dominant infiltration immune cell type in osteosarcoma predicts overall survival |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10600156/ https://www.ncbi.nlm.nih.gov/pubmed/37880378 http://dx.doi.org/10.1038/s41598-023-45566-6 |
work_keys_str_mv | AT gongliping newgenesignaturefromthedominantinfiltrationimmunecelltypeinosteosarcomapredictsoverallsurvival AT sunxifeng newgenesignaturefromthedominantinfiltrationimmunecelltypeinosteosarcomapredictsoverallsurvival AT jiaming newgenesignaturefromthedominantinfiltrationimmunecelltypeinosteosarcomapredictsoverallsurvival |