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Comprehensive analysis of copper-metabolism-related genes about prognosis and immune microenvironment in osteosarcoma
Despite being significant in various diseases, including cancers, the impact of copper metabolism on osteosarcoma (OS) remains largely unexplored. This study aimed to use bioinformatics analyses to identify a reliable copper metabolism signature that could improve OS patient prognosis prediction, im...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10497601/ https://www.ncbi.nlm.nih.gov/pubmed/37700003 http://dx.doi.org/10.1038/s41598-023-42053-w |
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author | Lin, Zili He, Yizhe Wu, Ziyi Yuan, Yuhao Li, Xiangyao Luo, Wei |
author_facet | Lin, Zili He, Yizhe Wu, Ziyi Yuan, Yuhao Li, Xiangyao Luo, Wei |
author_sort | Lin, Zili |
collection | PubMed |
description | Despite being significant in various diseases, including cancers, the impact of copper metabolism on osteosarcoma (OS) remains largely unexplored. This study aimed to use bioinformatics analyses to identify a reliable copper metabolism signature that could improve OS patient prognosis prediction, immune landscape understanding, and drug sensitivity. Through nonnegative matrix factorization (NMF) clustering, we revealed distinct prognosis-associated clusters of OS patients based on copper metabolism-related genes (CMRGs), showing differential gene expression linked to immune processes. The risk model, comprising 13 prognostic CMRGs, was established using least absolute shrinkage and selection operator (LASSO) Cox regression, closely associated with the OS microenvironment's immune situation and drug sensitivity. Furthermore, we developed an integrated nomogram, combining the risk score and clinical traits to quantitatively predict OS patient prognosis. The calibration plot, timeROC, and timeROC analyses demonstrated its predictable accuracy and clinical usefulness. Finally, we identified three independent prognostic signatures for OS patients: COX11, AP1B1, and ABCB6. This study confirmed the involvement of CMRGs in OS patient prognosis, immune processes, and drug sensitivity, suggesting their potential as promising prognostic signatures and therapeutic targets for OS. |
format | Online Article Text |
id | pubmed-10497601 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-104976012023-09-14 Comprehensive analysis of copper-metabolism-related genes about prognosis and immune microenvironment in osteosarcoma Lin, Zili He, Yizhe Wu, Ziyi Yuan, Yuhao Li, Xiangyao Luo, Wei Sci Rep Article Despite being significant in various diseases, including cancers, the impact of copper metabolism on osteosarcoma (OS) remains largely unexplored. This study aimed to use bioinformatics analyses to identify a reliable copper metabolism signature that could improve OS patient prognosis prediction, immune landscape understanding, and drug sensitivity. Through nonnegative matrix factorization (NMF) clustering, we revealed distinct prognosis-associated clusters of OS patients based on copper metabolism-related genes (CMRGs), showing differential gene expression linked to immune processes. The risk model, comprising 13 prognostic CMRGs, was established using least absolute shrinkage and selection operator (LASSO) Cox regression, closely associated with the OS microenvironment's immune situation and drug sensitivity. Furthermore, we developed an integrated nomogram, combining the risk score and clinical traits to quantitatively predict OS patient prognosis. The calibration plot, timeROC, and timeROC analyses demonstrated its predictable accuracy and clinical usefulness. Finally, we identified three independent prognostic signatures for OS patients: COX11, AP1B1, and ABCB6. This study confirmed the involvement of CMRGs in OS patient prognosis, immune processes, and drug sensitivity, suggesting their potential as promising prognostic signatures and therapeutic targets for OS. Nature Publishing Group UK 2023-09-12 /pmc/articles/PMC10497601/ /pubmed/37700003 http://dx.doi.org/10.1038/s41598-023-42053-w 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 Lin, Zili He, Yizhe Wu, Ziyi Yuan, Yuhao Li, Xiangyao Luo, Wei Comprehensive analysis of copper-metabolism-related genes about prognosis and immune microenvironment in osteosarcoma |
title | Comprehensive analysis of copper-metabolism-related genes about prognosis and immune microenvironment in osteosarcoma |
title_full | Comprehensive analysis of copper-metabolism-related genes about prognosis and immune microenvironment in osteosarcoma |
title_fullStr | Comprehensive analysis of copper-metabolism-related genes about prognosis and immune microenvironment in osteosarcoma |
title_full_unstemmed | Comprehensive analysis of copper-metabolism-related genes about prognosis and immune microenvironment in osteosarcoma |
title_short | Comprehensive analysis of copper-metabolism-related genes about prognosis and immune microenvironment in osteosarcoma |
title_sort | comprehensive analysis of copper-metabolism-related genes about prognosis and immune microenvironment in osteosarcoma |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10497601/ https://www.ncbi.nlm.nih.gov/pubmed/37700003 http://dx.doi.org/10.1038/s41598-023-42053-w |
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