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A Necroptosis-Related Prognostic Model of Uveal Melanoma Was Constructed by Single-Cell Sequencing Analysis and Weighted Co-Expression Network Analysis Based on Public Databases
BACKGROUND: Uveal melanoma(UVM) is the most common intraocular malignancy and has a poor prognosis. The clinical significance of necroptosis(NCPS) in UVM is unclear. METHODS: We first identified necroptosis genes in UVM by single-cell analysis of the GSE139829 dataset from the GEO database and weigh...
Autores principales: | , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8886618/ https://www.ncbi.nlm.nih.gov/pubmed/35242144 http://dx.doi.org/10.3389/fimmu.2022.847624 |
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author | Xie, Jiaheng Chen, Liang Tang, Qikai Wei, Wei Cao, Yuan Wu, Chuyan Hang, Jing Zhang, Kai Shi, Jingping Wang, Ming |
author_facet | Xie, Jiaheng Chen, Liang Tang, Qikai Wei, Wei Cao, Yuan Wu, Chuyan Hang, Jing Zhang, Kai Shi, Jingping Wang, Ming |
author_sort | Xie, Jiaheng |
collection | PubMed |
description | BACKGROUND: Uveal melanoma(UVM) is the most common intraocular malignancy and has a poor prognosis. The clinical significance of necroptosis(NCPS) in UVM is unclear. METHODS: We first identified necroptosis genes in UVM by single-cell analysis of the GSE139829 dataset from the GEO database and weighted co-expression network analysis of TCGA data. COX regression and Lasso regression were used to construct the prognostic model. Then survival analysis, immune microenvironment analysis, and mutation analysis were carried out. Finally, cell experiments were performed to verify the role of ITPA in UVM. RESULT: By necroptosis-related prognostic model, UVM patients in both TCGA and GEO cohorts could be classified as high-NCPS and low-NCPS groups, with significant differences in survival time between the two groups (P<0.001). Besides, the high-NCPS group had higher levels of immune checkpoint-related gene expression, suggesting that they might be more likely to benefit from immunotherapy. The cell experiments confirmed the role of ITPA, the most significant gene in the model, in UVM. After ITPA was knocked down, the activity, proliferation, and invasion ability of the MuM-2B cell line were significantly reduced. CONCLUSION: Our study can provide a reference for the diagnosis and treatment of patients with UVM. |
format | Online Article Text |
id | pubmed-8886618 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-88866182022-03-02 A Necroptosis-Related Prognostic Model of Uveal Melanoma Was Constructed by Single-Cell Sequencing Analysis and Weighted Co-Expression Network Analysis Based on Public Databases Xie, Jiaheng Chen, Liang Tang, Qikai Wei, Wei Cao, Yuan Wu, Chuyan Hang, Jing Zhang, Kai Shi, Jingping Wang, Ming Front Immunol Immunology BACKGROUND: Uveal melanoma(UVM) is the most common intraocular malignancy and has a poor prognosis. The clinical significance of necroptosis(NCPS) in UVM is unclear. METHODS: We first identified necroptosis genes in UVM by single-cell analysis of the GSE139829 dataset from the GEO database and weighted co-expression network analysis of TCGA data. COX regression and Lasso regression were used to construct the prognostic model. Then survival analysis, immune microenvironment analysis, and mutation analysis were carried out. Finally, cell experiments were performed to verify the role of ITPA in UVM. RESULT: By necroptosis-related prognostic model, UVM patients in both TCGA and GEO cohorts could be classified as high-NCPS and low-NCPS groups, with significant differences in survival time between the two groups (P<0.001). Besides, the high-NCPS group had higher levels of immune checkpoint-related gene expression, suggesting that they might be more likely to benefit from immunotherapy. The cell experiments confirmed the role of ITPA, the most significant gene in the model, in UVM. After ITPA was knocked down, the activity, proliferation, and invasion ability of the MuM-2B cell line were significantly reduced. CONCLUSION: Our study can provide a reference for the diagnosis and treatment of patients with UVM. Frontiers Media S.A. 2022-02-15 /pmc/articles/PMC8886618/ /pubmed/35242144 http://dx.doi.org/10.3389/fimmu.2022.847624 Text en Copyright © 2022 Xie, Chen, Tang, Wei, Cao, Wu, Hang, Zhang, Shi and Wang 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 | Immunology Xie, Jiaheng Chen, Liang Tang, Qikai Wei, Wei Cao, Yuan Wu, Chuyan Hang, Jing Zhang, Kai Shi, Jingping Wang, Ming A Necroptosis-Related Prognostic Model of Uveal Melanoma Was Constructed by Single-Cell Sequencing Analysis and Weighted Co-Expression Network Analysis Based on Public Databases |
title | A Necroptosis-Related Prognostic Model of Uveal Melanoma Was Constructed by Single-Cell Sequencing Analysis and Weighted Co-Expression Network Analysis Based on Public Databases |
title_full | A Necroptosis-Related Prognostic Model of Uveal Melanoma Was Constructed by Single-Cell Sequencing Analysis and Weighted Co-Expression Network Analysis Based on Public Databases |
title_fullStr | A Necroptosis-Related Prognostic Model of Uveal Melanoma Was Constructed by Single-Cell Sequencing Analysis and Weighted Co-Expression Network Analysis Based on Public Databases |
title_full_unstemmed | A Necroptosis-Related Prognostic Model of Uveal Melanoma Was Constructed by Single-Cell Sequencing Analysis and Weighted Co-Expression Network Analysis Based on Public Databases |
title_short | A Necroptosis-Related Prognostic Model of Uveal Melanoma Was Constructed by Single-Cell Sequencing Analysis and Weighted Co-Expression Network Analysis Based on Public Databases |
title_sort | necroptosis-related prognostic model of uveal melanoma was constructed by single-cell sequencing analysis and weighted co-expression network analysis based on public databases |
topic | Immunology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8886618/ https://www.ncbi.nlm.nih.gov/pubmed/35242144 http://dx.doi.org/10.3389/fimmu.2022.847624 |
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