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Construction of an STK11 Mutation and Immune-Related Prognostic Prediction Model in Lung Adenocarcinoma
BACKGROUND: STK11 mutation in LUAD affects immune cell infiltration in tumor tissue, and is associated with tumor prognosis. OBJECTIVE: This study aimed to construct a STK11 mutation and immune-related LUAD prognostic model. MATERIALS AND METHODS: The mutation frequency of STK11 in LUAD was queried...
Autores principales: | , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
National Institute of Genetic Engineering and Biotechnology
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10203181/ https://www.ncbi.nlm.nih.gov/pubmed/37228630 http://dx.doi.org/10.30498/ijb.2022.307202.3168 |
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author | Tang, Bo Zhao, Xia Liu, Hongbing Zhang, Qingfeng Liu, Kui Yang, Xiaoyan Huang, Yun |
author_facet | Tang, Bo Zhao, Xia Liu, Hongbing Zhang, Qingfeng Liu, Kui Yang, Xiaoyan Huang, Yun |
author_sort | Tang, Bo |
collection | PubMed |
description | BACKGROUND: STK11 mutation in LUAD affects immune cell infiltration in tumor tissue, and is associated with tumor prognosis. OBJECTIVE: This study aimed to construct a STK11 mutation and immune-related LUAD prognostic model. MATERIALS AND METHODS: The mutation frequency of STK11 in LUAD was queried via cBioPortal in TCGA and PanCancer Atlas databases. The degree of immune infiltration was analyzed by CIBERSORT analysis. DEGs in STK11mut and STK11wt samples were analyzed. Metascape, GO and KEGG methods were adopted for functional and signaling pathway enrichment analysis of DEGs. Genes related to immune were overlapped with DEGs to acquire immune-related DEGs, whose Cox regression and LASSO analyses were employed to construct prognostic model. Univariate and multivariate Cox regression analyses verified the independence of riskscore and clinical features. A nomogram was established to predict the OS of patients. Additionally, TIMER was introduced to analyze relationship between infiltration abundance of 6 immune cells and expression of feature genes in LUAD. RESULTS: The mutation frequency of STK11 in LUAD was 16%, and the degrees of immune cell infiltration were different between the wild-type and mutant STK11. DEGs of STK11 mutated and unmutated LUAD samples were mainly enriched in immune-related biological functions and signaling pathways. Finally, 6 feature genes were obtained, and a prognostic model was established. Riskscore was an independent immuno-related prognostic factor for LUAD. The nomogram diagram was reliable. CONCLUSION: Collectively, genes related to STK11 mutation and immunity were mined from the public database, and a 6-gene prognostic prediction signature was generated. |
format | Online Article Text |
id | pubmed-10203181 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | National Institute of Genetic Engineering and Biotechnology |
record_format | MEDLINE/PubMed |
spelling | pubmed-102031812023-05-24 Construction of an STK11 Mutation and Immune-Related Prognostic Prediction Model in Lung Adenocarcinoma Tang, Bo Zhao, Xia Liu, Hongbing Zhang, Qingfeng Liu, Kui Yang, Xiaoyan Huang, Yun Iran J Biotechnol Research Article BACKGROUND: STK11 mutation in LUAD affects immune cell infiltration in tumor tissue, and is associated with tumor prognosis. OBJECTIVE: This study aimed to construct a STK11 mutation and immune-related LUAD prognostic model. MATERIALS AND METHODS: The mutation frequency of STK11 in LUAD was queried via cBioPortal in TCGA and PanCancer Atlas databases. The degree of immune infiltration was analyzed by CIBERSORT analysis. DEGs in STK11mut and STK11wt samples were analyzed. Metascape, GO and KEGG methods were adopted for functional and signaling pathway enrichment analysis of DEGs. Genes related to immune were overlapped with DEGs to acquire immune-related DEGs, whose Cox regression and LASSO analyses were employed to construct prognostic model. Univariate and multivariate Cox regression analyses verified the independence of riskscore and clinical features. A nomogram was established to predict the OS of patients. Additionally, TIMER was introduced to analyze relationship between infiltration abundance of 6 immune cells and expression of feature genes in LUAD. RESULTS: The mutation frequency of STK11 in LUAD was 16%, and the degrees of immune cell infiltration were different between the wild-type and mutant STK11. DEGs of STK11 mutated and unmutated LUAD samples were mainly enriched in immune-related biological functions and signaling pathways. Finally, 6 feature genes were obtained, and a prognostic model was established. Riskscore was an independent immuno-related prognostic factor for LUAD. The nomogram diagram was reliable. CONCLUSION: Collectively, genes related to STK11 mutation and immunity were mined from the public database, and a 6-gene prognostic prediction signature was generated. National Institute of Genetic Engineering and Biotechnology 2023-04-01 /pmc/articles/PMC10203181/ /pubmed/37228630 http://dx.doi.org/10.30498/ijb.2022.307202.3168 Text en Copyright: © 2021 The Author(s); Published by Iranian Journal of Biotechnology https://creativecommons.org/licenses/by-nc/4.0/This is an Open Access article distributed under the terms of the Creative Commons Attribution-NonCommercial 4.0 Unported License, ( http://creativecommons.org/licenses/by-nc/4.0/ (https://creativecommons.org/licenses/by-nc/4.0/) ) which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Research Article Tang, Bo Zhao, Xia Liu, Hongbing Zhang, Qingfeng Liu, Kui Yang, Xiaoyan Huang, Yun Construction of an STK11 Mutation and Immune-Related Prognostic Prediction Model in Lung Adenocarcinoma |
title | Construction of an STK11 Mutation and Immune-Related Prognostic Prediction Model in Lung Adenocarcinoma |
title_full | Construction of an STK11 Mutation and Immune-Related Prognostic Prediction Model in Lung Adenocarcinoma |
title_fullStr | Construction of an STK11 Mutation and Immune-Related Prognostic Prediction Model in Lung Adenocarcinoma |
title_full_unstemmed | Construction of an STK11 Mutation and Immune-Related Prognostic Prediction Model in Lung Adenocarcinoma |
title_short | Construction of an STK11 Mutation and Immune-Related Prognostic Prediction Model in Lung Adenocarcinoma |
title_sort | construction of an stk11 mutation and immune-related prognostic prediction model in lung adenocarcinoma |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10203181/ https://www.ncbi.nlm.nih.gov/pubmed/37228630 http://dx.doi.org/10.30498/ijb.2022.307202.3168 |
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