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Prognostic analysis of uveal melanoma based on the characteristic genes of M2-type macrophages in the tumor microenvironment
Uveal melanoma arises from stromal melanocytes and is the most prevalent primary intraocular tumor in adults. It poses a significant diagnostic and therapeutic challenge due to its high malignancy and early onset of metastases. In recent years, there has been a growing interest in the role of divers...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10334534/ https://www.ncbi.nlm.nih.gov/pubmed/37434120 http://dx.doi.org/10.1186/s12859-023-05396-9 |
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author | Fu, Li Huang, Qun Wu, Yongfeng Chen, Diang |
author_facet | Fu, Li Huang, Qun Wu, Yongfeng Chen, Diang |
author_sort | Fu, Li |
collection | PubMed |
description | Uveal melanoma arises from stromal melanocytes and is the most prevalent primary intraocular tumor in adults. It poses a significant diagnostic and therapeutic challenge due to its high malignancy and early onset of metastases. In recent years, there has been a growing interest in the role of diverse immune cells in tumor cell development and metastasis. Using The Cancer Genome Atlas and the gene expression omnibus databases, and the CIBERSORT method, we investigated the topography of intra-tumor immune infiltration in uveal melanoma in this research. We evaluated the prognosis of uveal melanoma patients using the M2 macrophage immune cell infiltration score in conjunction with clinical tumor patient data. We built a prognostic model based on the distinctive genes of M2 macrophages and combined it with patients’ clinical data in the database; we ran a survival prognostic analysis to authenticate the model’s accuracy. The functional study revealed the importance of macrophage-associated genes in the development of uveal melanoma. Moreover, the reliability of our prediction model was verified by combining tumor mutational load, immune checkpoint, and drug sensitivity, respectively. Our study provides a reference for the follow-up study of uveal melanoma. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12859-023-05396-9. |
format | Online Article Text |
id | pubmed-10334534 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-103345342023-07-12 Prognostic analysis of uveal melanoma based on the characteristic genes of M2-type macrophages in the tumor microenvironment Fu, Li Huang, Qun Wu, Yongfeng Chen, Diang BMC Bioinformatics Research Uveal melanoma arises from stromal melanocytes and is the most prevalent primary intraocular tumor in adults. It poses a significant diagnostic and therapeutic challenge due to its high malignancy and early onset of metastases. In recent years, there has been a growing interest in the role of diverse immune cells in tumor cell development and metastasis. Using The Cancer Genome Atlas and the gene expression omnibus databases, and the CIBERSORT method, we investigated the topography of intra-tumor immune infiltration in uveal melanoma in this research. We evaluated the prognosis of uveal melanoma patients using the M2 macrophage immune cell infiltration score in conjunction with clinical tumor patient data. We built a prognostic model based on the distinctive genes of M2 macrophages and combined it with patients’ clinical data in the database; we ran a survival prognostic analysis to authenticate the model’s accuracy. The functional study revealed the importance of macrophage-associated genes in the development of uveal melanoma. Moreover, the reliability of our prediction model was verified by combining tumor mutational load, immune checkpoint, and drug sensitivity, respectively. Our study provides a reference for the follow-up study of uveal melanoma. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12859-023-05396-9. BioMed Central 2023-07-11 /pmc/articles/PMC10334534/ /pubmed/37434120 http://dx.doi.org/10.1186/s12859-023-05396-9 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/) . The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/ (https://creativecommons.org/publicdomain/zero/1.0/) ) applies to the data made available in this article, unless otherwise stated in a credit line to the data. |
spellingShingle | Research Fu, Li Huang, Qun Wu, Yongfeng Chen, Diang Prognostic analysis of uveal melanoma based on the characteristic genes of M2-type macrophages in the tumor microenvironment |
title | Prognostic analysis of uveal melanoma based on the characteristic genes of M2-type macrophages in the tumor microenvironment |
title_full | Prognostic analysis of uveal melanoma based on the characteristic genes of M2-type macrophages in the tumor microenvironment |
title_fullStr | Prognostic analysis of uveal melanoma based on the characteristic genes of M2-type macrophages in the tumor microenvironment |
title_full_unstemmed | Prognostic analysis of uveal melanoma based on the characteristic genes of M2-type macrophages in the tumor microenvironment |
title_short | Prognostic analysis of uveal melanoma based on the characteristic genes of M2-type macrophages in the tumor microenvironment |
title_sort | prognostic analysis of uveal melanoma based on the characteristic genes of m2-type macrophages in the tumor microenvironment |
topic | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10334534/ https://www.ncbi.nlm.nih.gov/pubmed/37434120 http://dx.doi.org/10.1186/s12859-023-05396-9 |
work_keys_str_mv | AT fuli prognosticanalysisofuvealmelanomabasedonthecharacteristicgenesofm2typemacrophagesinthetumormicroenvironment AT huangqun prognosticanalysisofuvealmelanomabasedonthecharacteristicgenesofm2typemacrophagesinthetumormicroenvironment AT wuyongfeng prognosticanalysisofuvealmelanomabasedonthecharacteristicgenesofm2typemacrophagesinthetumormicroenvironment AT chendiang prognosticanalysisofuvealmelanomabasedonthecharacteristicgenesofm2typemacrophagesinthetumormicroenvironment |