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Construction and validation of a ferroptosis-related long noncoding RNA signature in clear cell renal cell carcinoma

BACKGROUND: Clear cell renal cell carcinoma (ccRCC) is characterized by the accumulation of lipid-reactive oxygen species. Ferroptosis, due to the lipid peroxidation, has been reported to be strongly correlated with tumorigenesis and progression. However, the functions of the ferroptosis process in...

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Autores principales: Zhu, Zhenpeng, Zhang, Cuijian, Qian, Jinqin, Feng, Ninghan, Zhu, Weijie, Wang, Yang, Gong, Yanqing, Li, Xuesong, Lin, Jian, Zhou, Liqun
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9476564/
https://www.ncbi.nlm.nih.gov/pubmed/36104748
http://dx.doi.org/10.1186/s12935-022-02700-0
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author Zhu, Zhenpeng
Zhang, Cuijian
Qian, Jinqin
Feng, Ninghan
Zhu, Weijie
Wang, Yang
Gong, Yanqing
Li, Xuesong
Lin, Jian
Zhou, Liqun
author_facet Zhu, Zhenpeng
Zhang, Cuijian
Qian, Jinqin
Feng, Ninghan
Zhu, Weijie
Wang, Yang
Gong, Yanqing
Li, Xuesong
Lin, Jian
Zhou, Liqun
author_sort Zhu, Zhenpeng
collection PubMed
description BACKGROUND: Clear cell renal cell carcinoma (ccRCC) is characterized by the accumulation of lipid-reactive oxygen species. Ferroptosis, due to the lipid peroxidation, has been reported to be strongly correlated with tumorigenesis and progression. However, the functions of the ferroptosis process in ccRCC remain unclear. METHODS: After sample cleaning, data integration, and batch effect removal, we used the Cancer Genome Atlas (TCGA) and International Cancer Genome Consortium (ICGC) databases to screen out the expression and prognostic value of ferroptosis-related lncRNAs and then performed the molecular subtyping using the K-means method. Then, the functional pathway enrichment and immune microenvironment infiltration between the different clusters were carried out. The results showed a significant difference in immune cell infiltration between the two clusters and the associated marker responded to individualized differences in treatment. Then, least absolute shrinkage and selection operator (LASSO) Cox regression was used to establish a prognostic signature based on 5 lncRNAs. This signature could accurately predicted patient prognosis and served as an independent clinical risk factor. We then combined significant clinical parameters in multivariate Cox regression and the prognostic signature to construct a clinical predictive nomogram, which provides appropriate guidance for predicting the overall survival of ccRCC patients. RESULTS: The prognostic differentially expressed ferroptosis-related LncRNAs (DEFRlncRNAs) were found, and 5 lncRNAs were finally used to establish the prognostic signature in the TCGA cohort, with subsequently validation in the internal and external cohorts. Moreover, we conducted the molecular subtyping and divided the patients in the TCGA cohort into two clusters showing differences in Hallmark pathways, immune infiltration, immune target expression, and drug therapies. Differences between clusters contributed to individualizing treatment. Furthermore, a nomogram was established to better predict the clinical outcomes of the ccRCC patients. CONCLUSIONS: Our study conducted molecular subtyping and established a novel predictive signature based on the ferroptosis-related lncRNAs, which contributed to the prognostic prediction and individualizing treatment of ccRCC patients. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12935-022-02700-0.
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spelling pubmed-94765642022-09-16 Construction and validation of a ferroptosis-related long noncoding RNA signature in clear cell renal cell carcinoma Zhu, Zhenpeng Zhang, Cuijian Qian, Jinqin Feng, Ninghan Zhu, Weijie Wang, Yang Gong, Yanqing Li, Xuesong Lin, Jian Zhou, Liqun Cancer Cell Int Primary Research BACKGROUND: Clear cell renal cell carcinoma (ccRCC) is characterized by the accumulation of lipid-reactive oxygen species. Ferroptosis, due to the lipid peroxidation, has been reported to be strongly correlated with tumorigenesis and progression. However, the functions of the ferroptosis process in ccRCC remain unclear. METHODS: After sample cleaning, data integration, and batch effect removal, we used the Cancer Genome Atlas (TCGA) and International Cancer Genome Consortium (ICGC) databases to screen out the expression and prognostic value of ferroptosis-related lncRNAs and then performed the molecular subtyping using the K-means method. Then, the functional pathway enrichment and immune microenvironment infiltration between the different clusters were carried out. The results showed a significant difference in immune cell infiltration between the two clusters and the associated marker responded to individualized differences in treatment. Then, least absolute shrinkage and selection operator (LASSO) Cox regression was used to establish a prognostic signature based on 5 lncRNAs. This signature could accurately predicted patient prognosis and served as an independent clinical risk factor. We then combined significant clinical parameters in multivariate Cox regression and the prognostic signature to construct a clinical predictive nomogram, which provides appropriate guidance for predicting the overall survival of ccRCC patients. RESULTS: The prognostic differentially expressed ferroptosis-related LncRNAs (DEFRlncRNAs) were found, and 5 lncRNAs were finally used to establish the prognostic signature in the TCGA cohort, with subsequently validation in the internal and external cohorts. Moreover, we conducted the molecular subtyping and divided the patients in the TCGA cohort into two clusters showing differences in Hallmark pathways, immune infiltration, immune target expression, and drug therapies. Differences between clusters contributed to individualizing treatment. Furthermore, a nomogram was established to better predict the clinical outcomes of the ccRCC patients. CONCLUSIONS: Our study conducted molecular subtyping and established a novel predictive signature based on the ferroptosis-related lncRNAs, which contributed to the prognostic prediction and individualizing treatment of ccRCC patients. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12935-022-02700-0. BioMed Central 2022-09-14 /pmc/articles/PMC9476564/ /pubmed/36104748 http://dx.doi.org/10.1186/s12935-022-02700-0 Text en © The Author(s) 2022 https://creativecommons.org/licenses/by/4.0/Open AccessThis 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 Primary Research
Zhu, Zhenpeng
Zhang, Cuijian
Qian, Jinqin
Feng, Ninghan
Zhu, Weijie
Wang, Yang
Gong, Yanqing
Li, Xuesong
Lin, Jian
Zhou, Liqun
Construction and validation of a ferroptosis-related long noncoding RNA signature in clear cell renal cell carcinoma
title Construction and validation of a ferroptosis-related long noncoding RNA signature in clear cell renal cell carcinoma
title_full Construction and validation of a ferroptosis-related long noncoding RNA signature in clear cell renal cell carcinoma
title_fullStr Construction and validation of a ferroptosis-related long noncoding RNA signature in clear cell renal cell carcinoma
title_full_unstemmed Construction and validation of a ferroptosis-related long noncoding RNA signature in clear cell renal cell carcinoma
title_short Construction and validation of a ferroptosis-related long noncoding RNA signature in clear cell renal cell carcinoma
title_sort construction and validation of a ferroptosis-related long noncoding rna signature in clear cell renal cell carcinoma
topic Primary Research
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9476564/
https://www.ncbi.nlm.nih.gov/pubmed/36104748
http://dx.doi.org/10.1186/s12935-022-02700-0
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