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Identification of Novel Pyroptosis-Related lncRNAs Associated with the Prognosis of Breast Cancer Through Interactive Analysis
BACKGROUND: The role of pyroptosis and lncRNAs in breast cancer remains controversial. This study aimed to explore the pyroptosis-related lncRNAs in breast cancer. METHODS: All the data used for bioinformatics analysis were downloaded from The Cancer Genome Atlas database. Limma package was used to...
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Dove
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8450763/ https://www.ncbi.nlm.nih.gov/pubmed/34552353 http://dx.doi.org/10.2147/CMAR.S325710 |
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author | Gao, Lili Li, Qing |
author_facet | Gao, Lili Li, Qing |
author_sort | Gao, Lili |
collection | PubMed |
description | BACKGROUND: The role of pyroptosis and lncRNAs in breast cancer remains controversial. This study aimed to explore the pyroptosis-related lncRNAs in breast cancer. METHODS: All the data used for bioinformatics analysis were downloaded from The Cancer Genome Atlas database. Limma package was used to perform difference analysis, and distinguish mRNA and lncRNA. Survival package was used to conduct prognosis analysis. LASSO algorithm, univariate cox analysis and multivariate cox analysis were used to construct the prognosis model. P value <0.05 was regarded as statistically significant. RESULTS: Based on the seven pyroptosis-related lncRNAs tightly associated with patients’ prognosis, a prognostic prediction model was finally developed, which showed powerful effectiveness (Training cohort, one-year AUC = 0.82, 95% Cl = 0.69–0.95, three-year AUC = 0.77, 95% Cl = 0.68–0.85, five-year AUC = 0.74, 95% Cl = 0.66–0.82; Validation cohort, one-year AUC = 0.68, 95% Cl = 0.53–0.84, three-year AUC = 0.72, 95% Cl = 0.64–0.81, five-year AUC = 0.67, 95% Cl = 0.57–0.77). GSEA analysis demonstrated that the protein secretion, angiogenesis, TGF-β signaling and MTORC1 signaling might be involved in the high-risk patients. Moreover, immune infiltration analysis showed that the risk score was positively correlated with Tgd and Th2 cells, yet negatively correlated with CD8+ T cells, cytotoxic cells and T helper cells, which might partly explain the poor prognosis of high-risk patients. Finally, the expression level of seven model lncRNAs in the real world was validated by qRT-PCR using four cancer cell lines (MCF-7, T47D, MDA-MB-231, MDA-MB-469). CONCLUSION: In conclusion, our study identified lncRNAs that are remarkably correlated with patients’ survival and might participate in the pyroptosis process, which might be underlying tumor biomarker and therapeutic targets. This study may provide direction for future research. |
format | Online Article Text |
id | pubmed-8450763 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Dove |
record_format | MEDLINE/PubMed |
spelling | pubmed-84507632021-09-21 Identification of Novel Pyroptosis-Related lncRNAs Associated with the Prognosis of Breast Cancer Through Interactive Analysis Gao, Lili Li, Qing Cancer Manag Res Original Research BACKGROUND: The role of pyroptosis and lncRNAs in breast cancer remains controversial. This study aimed to explore the pyroptosis-related lncRNAs in breast cancer. METHODS: All the data used for bioinformatics analysis were downloaded from The Cancer Genome Atlas database. Limma package was used to perform difference analysis, and distinguish mRNA and lncRNA. Survival package was used to conduct prognosis analysis. LASSO algorithm, univariate cox analysis and multivariate cox analysis were used to construct the prognosis model. P value <0.05 was regarded as statistically significant. RESULTS: Based on the seven pyroptosis-related lncRNAs tightly associated with patients’ prognosis, a prognostic prediction model was finally developed, which showed powerful effectiveness (Training cohort, one-year AUC = 0.82, 95% Cl = 0.69–0.95, three-year AUC = 0.77, 95% Cl = 0.68–0.85, five-year AUC = 0.74, 95% Cl = 0.66–0.82; Validation cohort, one-year AUC = 0.68, 95% Cl = 0.53–0.84, three-year AUC = 0.72, 95% Cl = 0.64–0.81, five-year AUC = 0.67, 95% Cl = 0.57–0.77). GSEA analysis demonstrated that the protein secretion, angiogenesis, TGF-β signaling and MTORC1 signaling might be involved in the high-risk patients. Moreover, immune infiltration analysis showed that the risk score was positively correlated with Tgd and Th2 cells, yet negatively correlated with CD8+ T cells, cytotoxic cells and T helper cells, which might partly explain the poor prognosis of high-risk patients. Finally, the expression level of seven model lncRNAs in the real world was validated by qRT-PCR using four cancer cell lines (MCF-7, T47D, MDA-MB-231, MDA-MB-469). CONCLUSION: In conclusion, our study identified lncRNAs that are remarkably correlated with patients’ survival and might participate in the pyroptosis process, which might be underlying tumor biomarker and therapeutic targets. This study may provide direction for future research. Dove 2021-09-15 /pmc/articles/PMC8450763/ /pubmed/34552353 http://dx.doi.org/10.2147/CMAR.S325710 Text en © 2021 Gao and Li. https://creativecommons.org/licenses/by-nc/3.0/This work is published and licensed by Dove Medical Press Limited. The full terms of this license are available at https://www.dovepress.com/terms.php and incorporate the Creative Commons Attribution – Non Commercial (unported, v3.0) License (http://creativecommons.org/licenses/by-nc/3.0/ (https://creativecommons.org/licenses/by-nc/3.0/) ). By accessing the work you hereby accept the Terms. Non-commercial uses of the work are permitted without any further permission from Dove Medical Press Limited, provided the work is properly attributed. For permission for commercial use of this work, please see paragraphs 4.2 and 5 of our Terms (https://www.dovepress.com/terms.php). |
spellingShingle | Original Research Gao, Lili Li, Qing Identification of Novel Pyroptosis-Related lncRNAs Associated with the Prognosis of Breast Cancer Through Interactive Analysis |
title | Identification of Novel Pyroptosis-Related lncRNAs Associated with the Prognosis of Breast Cancer Through Interactive Analysis |
title_full | Identification of Novel Pyroptosis-Related lncRNAs Associated with the Prognosis of Breast Cancer Through Interactive Analysis |
title_fullStr | Identification of Novel Pyroptosis-Related lncRNAs Associated with the Prognosis of Breast Cancer Through Interactive Analysis |
title_full_unstemmed | Identification of Novel Pyroptosis-Related lncRNAs Associated with the Prognosis of Breast Cancer Through Interactive Analysis |
title_short | Identification of Novel Pyroptosis-Related lncRNAs Associated with the Prognosis of Breast Cancer Through Interactive Analysis |
title_sort | identification of novel pyroptosis-related lncrnas associated with the prognosis of breast cancer through interactive analysis |
topic | Original Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8450763/ https://www.ncbi.nlm.nih.gov/pubmed/34552353 http://dx.doi.org/10.2147/CMAR.S325710 |
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