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Development and validation of a novel necroptosis-related gene signature for predicting prognosis and therapeutic response in Ewing sarcoma
Ewing sarcoma (ES) is the second most common malignant bone tumor in children and has a poor prognosis due to early metastasis and easy recurrence. Necroptosis is a newly discovered cell death method, and its critical role in tumor immunity and therapy has attracted widespread attention. Thus, the e...
Autores principales: | , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10470467/ https://www.ncbi.nlm.nih.gov/pubmed/37663658 http://dx.doi.org/10.3389/fmed.2023.1239487 |
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author | Zhao, Runhan Jiang, Yu Zhang, Jun Huang, Yanran Xiong, Chuang Zhao, Zenghui Huang, Tianji Liu, Wei Zhou, Nian Li, Zefang Luo, Xiaoji Tang, Yongli |
author_facet | Zhao, Runhan Jiang, Yu Zhang, Jun Huang, Yanran Xiong, Chuang Zhao, Zenghui Huang, Tianji Liu, Wei Zhou, Nian Li, Zefang Luo, Xiaoji Tang, Yongli |
author_sort | Zhao, Runhan |
collection | PubMed |
description | Ewing sarcoma (ES) is the second most common malignant bone tumor in children and has a poor prognosis due to early metastasis and easy recurrence. Necroptosis is a newly discovered cell death method, and its critical role in tumor immunity and therapy has attracted widespread attention. Thus, the emergence of necroptosis may provide bright prospects for the treatment of ES and deserves our further study. Here, based on the random forest algorithm, we identified 6 key necroptosis-related genes (NRGs) and used them to construct an NRG signature with excellent predictive performance. Subsequent analysis showed that NRGs were closely associated with ES tumor immunity, and the signature was also good at predicting immunotherapy and chemotherapy response. Next, a comprehensive analysis of key genes showed that RIPK1, JAK1, and CHMP7 were potential therapeutic targets. The Cancer Dependency Map (DepMap) results showed that CHMP7 is associated with ES cell growth, and the Gene Set Cancer Analysis (GSCALite) results revealed that the JAK1 mutation frequency was the highest. The expression of 3 genes was all negatively correlated with methylation and positively with copy number variation (CNV). Finally, an accurate nomogram was constructed with this signature and clinical traits. In short, this study constructed an accurate prognostic signature and identified 3 novel therapeutic targets against ES. |
format | Online Article Text |
id | pubmed-10470467 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-104704672023-09-01 Development and validation of a novel necroptosis-related gene signature for predicting prognosis and therapeutic response in Ewing sarcoma Zhao, Runhan Jiang, Yu Zhang, Jun Huang, Yanran Xiong, Chuang Zhao, Zenghui Huang, Tianji Liu, Wei Zhou, Nian Li, Zefang Luo, Xiaoji Tang, Yongli Front Med (Lausanne) Medicine Ewing sarcoma (ES) is the second most common malignant bone tumor in children and has a poor prognosis due to early metastasis and easy recurrence. Necroptosis is a newly discovered cell death method, and its critical role in tumor immunity and therapy has attracted widespread attention. Thus, the emergence of necroptosis may provide bright prospects for the treatment of ES and deserves our further study. Here, based on the random forest algorithm, we identified 6 key necroptosis-related genes (NRGs) and used them to construct an NRG signature with excellent predictive performance. Subsequent analysis showed that NRGs were closely associated with ES tumor immunity, and the signature was also good at predicting immunotherapy and chemotherapy response. Next, a comprehensive analysis of key genes showed that RIPK1, JAK1, and CHMP7 were potential therapeutic targets. The Cancer Dependency Map (DepMap) results showed that CHMP7 is associated with ES cell growth, and the Gene Set Cancer Analysis (GSCALite) results revealed that the JAK1 mutation frequency was the highest. The expression of 3 genes was all negatively correlated with methylation and positively with copy number variation (CNV). Finally, an accurate nomogram was constructed with this signature and clinical traits. In short, this study constructed an accurate prognostic signature and identified 3 novel therapeutic targets against ES. Frontiers Media S.A. 2023-08-17 /pmc/articles/PMC10470467/ /pubmed/37663658 http://dx.doi.org/10.3389/fmed.2023.1239487 Text en Copyright © 2023 Zhao, Jiang, Zhang, Huang, Xiong, Zhao, Huang, Liu, Zhou, Li, Luo and Tang. https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Medicine Zhao, Runhan Jiang, Yu Zhang, Jun Huang, Yanran Xiong, Chuang Zhao, Zenghui Huang, Tianji Liu, Wei Zhou, Nian Li, Zefang Luo, Xiaoji Tang, Yongli Development and validation of a novel necroptosis-related gene signature for predicting prognosis and therapeutic response in Ewing sarcoma |
title | Development and validation of a novel necroptosis-related gene signature for predicting prognosis and therapeutic response in Ewing sarcoma |
title_full | Development and validation of a novel necroptosis-related gene signature for predicting prognosis and therapeutic response in Ewing sarcoma |
title_fullStr | Development and validation of a novel necroptosis-related gene signature for predicting prognosis and therapeutic response in Ewing sarcoma |
title_full_unstemmed | Development and validation of a novel necroptosis-related gene signature for predicting prognosis and therapeutic response in Ewing sarcoma |
title_short | Development and validation of a novel necroptosis-related gene signature for predicting prognosis and therapeutic response in Ewing sarcoma |
title_sort | development and validation of a novel necroptosis-related gene signature for predicting prognosis and therapeutic response in ewing sarcoma |
topic | Medicine |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10470467/ https://www.ncbi.nlm.nih.gov/pubmed/37663658 http://dx.doi.org/10.3389/fmed.2023.1239487 |
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