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A Novel Pyroptosis-Related Gene Signature for Early-Stage Lung Squamous Cell Carcinoma
BACKGROUND: Diagnosis of early stage lung squamous cell carcinoma (LUSC) has improved; however, a comprehensive analysis of prognostic signatures is needed. PURPOSE: To identify, establish, and validate a signature model based on pyroptosis-related genes for prognostic predictions of early stage LUS...
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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/PMC8502038/ https://www.ncbi.nlm.nih.gov/pubmed/34675612 http://dx.doi.org/10.2147/IJGM.S331975 |
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author | Li, Xiaoyan He, Jie |
author_facet | Li, Xiaoyan He, Jie |
author_sort | Li, Xiaoyan |
collection | PubMed |
description | BACKGROUND: Diagnosis of early stage lung squamous cell carcinoma (LUSC) has improved; however, a comprehensive analysis of prognostic signatures is needed. PURPOSE: To identify, establish, and validate a signature model based on pyroptosis-related genes for prognostic predictions of early stage LUSC. PATIENTS AND METHODS: Two independent cohorts were included. RNA-seq transcriptome data from patients with early stage LUSC were obtained from The Cancer Genome Atlas (TCGA) database. Thirty-three pyroptosis-related genes were analyzed between early stage LUSC and normal lung tissues. Cox regression analysis, random survival forest, and least absolute shrinkage and selection operator algorithms established a three-gene signature. Kaplan–Meier survival and receiver-operating characteristic curves assessed the prognostic efficacy of the model. Single-sample gene set enrichment analysis (ssGSEA) assessed the relationship between pyroptosis and immune cells. Patients with early stage LUSC from the GSE74777 dataset were used for validation. Pyroptosis-related genes were verified by RT-qPCR and Western blotting. RESULTS: Twenty-three differentially expressed pyroptosis-related genes were identified in the LUSC and adjacent normal tissues. Three differentially expressed pyroptosis-related genes were identified as hub genes in early stage LUSC. Patients with early stage LUSC in the TCGA cohort were classified into low- and high-risk subgroups according to the risk score. Overall survival (OS) was significantly short in the high-risk subgroup versus the low-risk subgroup. A similar result was found for the GSE74777 dataset. ssGSEA of immune cells and immune-related pathways between the low- and high-risk subgroups may explain the different OS for patients with early-stage LUSC. IL-6 expression was upregulated, which was inconsistent with the bioinformatic analysis. NOD1 and CASP4 were downregulated in LUSC (all P < 0.05) versus normal lung tissues. CONCLUSION: Differentially expressed pyroptosis-related genes may be involved in early stage LUSC. Pyroptosis-related genes are important in tumor immunity and may be potential prognostic predictors for early stage LUSC. |
format | Online Article Text |
id | pubmed-8502038 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Dove |
record_format | MEDLINE/PubMed |
spelling | pubmed-85020382021-10-20 A Novel Pyroptosis-Related Gene Signature for Early-Stage Lung Squamous Cell Carcinoma Li, Xiaoyan He, Jie Int J Gen Med Original Research BACKGROUND: Diagnosis of early stage lung squamous cell carcinoma (LUSC) has improved; however, a comprehensive analysis of prognostic signatures is needed. PURPOSE: To identify, establish, and validate a signature model based on pyroptosis-related genes for prognostic predictions of early stage LUSC. PATIENTS AND METHODS: Two independent cohorts were included. RNA-seq transcriptome data from patients with early stage LUSC were obtained from The Cancer Genome Atlas (TCGA) database. Thirty-three pyroptosis-related genes were analyzed between early stage LUSC and normal lung tissues. Cox regression analysis, random survival forest, and least absolute shrinkage and selection operator algorithms established a three-gene signature. Kaplan–Meier survival and receiver-operating characteristic curves assessed the prognostic efficacy of the model. Single-sample gene set enrichment analysis (ssGSEA) assessed the relationship between pyroptosis and immune cells. Patients with early stage LUSC from the GSE74777 dataset were used for validation. Pyroptosis-related genes were verified by RT-qPCR and Western blotting. RESULTS: Twenty-three differentially expressed pyroptosis-related genes were identified in the LUSC and adjacent normal tissues. Three differentially expressed pyroptosis-related genes were identified as hub genes in early stage LUSC. Patients with early stage LUSC in the TCGA cohort were classified into low- and high-risk subgroups according to the risk score. Overall survival (OS) was significantly short in the high-risk subgroup versus the low-risk subgroup. A similar result was found for the GSE74777 dataset. ssGSEA of immune cells and immune-related pathways between the low- and high-risk subgroups may explain the different OS for patients with early-stage LUSC. IL-6 expression was upregulated, which was inconsistent with the bioinformatic analysis. NOD1 and CASP4 were downregulated in LUSC (all P < 0.05) versus normal lung tissues. CONCLUSION: Differentially expressed pyroptosis-related genes may be involved in early stage LUSC. Pyroptosis-related genes are important in tumor immunity and may be potential prognostic predictors for early stage LUSC. Dove 2021-10-05 /pmc/articles/PMC8502038/ /pubmed/34675612 http://dx.doi.org/10.2147/IJGM.S331975 Text en © 2021 Li and He. 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 Li, Xiaoyan He, Jie A Novel Pyroptosis-Related Gene Signature for Early-Stage Lung Squamous Cell Carcinoma |
title | A Novel Pyroptosis-Related Gene Signature for Early-Stage Lung Squamous Cell Carcinoma |
title_full | A Novel Pyroptosis-Related Gene Signature for Early-Stage Lung Squamous Cell Carcinoma |
title_fullStr | A Novel Pyroptosis-Related Gene Signature for Early-Stage Lung Squamous Cell Carcinoma |
title_full_unstemmed | A Novel Pyroptosis-Related Gene Signature for Early-Stage Lung Squamous Cell Carcinoma |
title_short | A Novel Pyroptosis-Related Gene Signature for Early-Stage Lung Squamous Cell Carcinoma |
title_sort | novel pyroptosis-related gene signature for early-stage lung squamous cell carcinoma |
topic | Original Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8502038/ https://www.ncbi.nlm.nih.gov/pubmed/34675612 http://dx.doi.org/10.2147/IJGM.S331975 |
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