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Explore the impact of hypoxia-related genes (HRGs) in Cutaneous melanoma
BACKGROUND: Cutaneous melanoma (CM) has an overall poor prognosis due to a high rate of metastasis. This study aimed to explore the role of hypoxia-related genes (HRGs) in CM. METHODS: We first used on-negative matrix factorization consensus clustering (NMF) to cluster CM samples and preliminarily a...
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/PMC10329328/ https://www.ncbi.nlm.nih.gov/pubmed/37422626 http://dx.doi.org/10.1186/s12920-023-01587-8 |
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author | Ke, Guolin Cheng, Nan Sun, Huiya Meng, Xiumei Xu, Lei |
author_facet | Ke, Guolin Cheng, Nan Sun, Huiya Meng, Xiumei Xu, Lei |
author_sort | Ke, Guolin |
collection | PubMed |
description | BACKGROUND: Cutaneous melanoma (CM) has an overall poor prognosis due to a high rate of metastasis. This study aimed to explore the role of hypoxia-related genes (HRGs) in CM. METHODS: We first used on-negative matrix factorization consensus clustering (NMF) to cluster CM samples and preliminarily analyzed the relationship of HRGs to CM prognosis and immune cell infiltration. Subsequently, we identified prognostic-related hub genes by univariate COX regression analysis and the least absolute shrinkage and selection operator (LASSO) and constructed a prognostic model. Finally, we calculated a risk score for patients with CM and investigated the relationship between the risk score and potential surrogate markers of response to immune checkpoint inhibitors (ICIs), such as TMB, IPS values, and TIDE scores. RESULTS: Through NMF clustering, we identified high expression of HRGs as a risk factor for the prognosis of CM patients, and at the same time, increased expression of HRGs also indicated a poorer immune microenvironment. Subsequently, we identified eight gene signatures (FBP1, NDRG1, GPI, IER3, B4GALNT2, BGN, PKP1, and EDN2) by LASSO regression analysis and constructed a prognostic model. CONCLUSION: Our study identifies the prognostic significance of hypoxia-related genes in melanoma and shows a novel eight-gene signature to predict the potential efficacy of ICIs. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12920-023-01587-8. |
format | Online Article Text |
id | pubmed-10329328 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-103293282023-07-09 Explore the impact of hypoxia-related genes (HRGs) in Cutaneous melanoma Ke, Guolin Cheng, Nan Sun, Huiya Meng, Xiumei Xu, Lei BMC Med Genomics Research BACKGROUND: Cutaneous melanoma (CM) has an overall poor prognosis due to a high rate of metastasis. This study aimed to explore the role of hypoxia-related genes (HRGs) in CM. METHODS: We first used on-negative matrix factorization consensus clustering (NMF) to cluster CM samples and preliminarily analyzed the relationship of HRGs to CM prognosis and immune cell infiltration. Subsequently, we identified prognostic-related hub genes by univariate COX regression analysis and the least absolute shrinkage and selection operator (LASSO) and constructed a prognostic model. Finally, we calculated a risk score for patients with CM and investigated the relationship between the risk score and potential surrogate markers of response to immune checkpoint inhibitors (ICIs), such as TMB, IPS values, and TIDE scores. RESULTS: Through NMF clustering, we identified high expression of HRGs as a risk factor for the prognosis of CM patients, and at the same time, increased expression of HRGs also indicated a poorer immune microenvironment. Subsequently, we identified eight gene signatures (FBP1, NDRG1, GPI, IER3, B4GALNT2, BGN, PKP1, and EDN2) by LASSO regression analysis and constructed a prognostic model. CONCLUSION: Our study identifies the prognostic significance of hypoxia-related genes in melanoma and shows a novel eight-gene signature to predict the potential efficacy of ICIs. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12920-023-01587-8. BioMed Central 2023-07-08 /pmc/articles/PMC10329328/ /pubmed/37422626 http://dx.doi.org/10.1186/s12920-023-01587-8 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 Ke, Guolin Cheng, Nan Sun, Huiya Meng, Xiumei Xu, Lei Explore the impact of hypoxia-related genes (HRGs) in Cutaneous melanoma |
title | Explore the impact of hypoxia-related genes (HRGs) in Cutaneous melanoma |
title_full | Explore the impact of hypoxia-related genes (HRGs) in Cutaneous melanoma |
title_fullStr | Explore the impact of hypoxia-related genes (HRGs) in Cutaneous melanoma |
title_full_unstemmed | Explore the impact of hypoxia-related genes (HRGs) in Cutaneous melanoma |
title_short | Explore the impact of hypoxia-related genes (HRGs) in Cutaneous melanoma |
title_sort | explore the impact of hypoxia-related genes (hrgs) in cutaneous melanoma |
topic | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10329328/ https://www.ncbi.nlm.nih.gov/pubmed/37422626 http://dx.doi.org/10.1186/s12920-023-01587-8 |
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