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Typical tumor immune microenvironment status determine prognosis in lung adenocarcinoma
BACKGROUND: Immune cells, vital components of tumor microenvironment, regulate tumor survival and progression. Lung adenocarcinoma (LUAD), the tumor with the highest mortality rate worldwide, reconstitutes tumor immune microenvironment (TIME) to avoid immune destruction. Data have shown that TIME in...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Neoplasia Press
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8851380/ https://www.ncbi.nlm.nih.gov/pubmed/35176624 http://dx.doi.org/10.1016/j.tranon.2022.101367 |
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author | Ren, Caixia Li, Jinyu Zhou, Yang Zhang, Shuyu Wang, Qi |
author_facet | Ren, Caixia Li, Jinyu Zhou, Yang Zhang, Shuyu Wang, Qi |
author_sort | Ren, Caixia |
collection | PubMed |
description | BACKGROUND: Immune cells, vital components of tumor microenvironment, regulate tumor survival and progression. Lung adenocarcinoma (LUAD), the tumor with the highest mortality rate worldwide, reconstitutes tumor immune microenvironment (TIME) to avoid immune destruction. Data have shown that TIME influences LUAD prognosis and predicts immunotherapeutic efficacy. The related information about the role of TIME's characteristics in LUAD is limited. METHODS: We performed unsupervised consensus clustering via machine-learning techniques to identify TIME clusters among 1906 patients and gathered survival data. The characteristics of TIME clusters of LUAD were visualized by multi-omics analysis, pseudo-time dynamic analysis, and enrichment analysis. TIME score model was constructed by principal component analysis. Comprehensive analysis and validation were conducted to test the prognostic efficacy and immunotherapeutic response of TIME score. RESULTS: TIME clusters (A, B and C) were constructed and exhibited different immune infiltration states. Multi-omics analyses included significant mutated genes (SMG), copy number variation (CNV) and cancer stemness that were significantly different among the three clusters. TIME cluster A had a lower SMG, lower CNV, and lower stemness but a higher immune infiltration level compared to TIME clusters B and C. TIME score showed that patients in low TIME score group had higher overall survival rates, higher immune infiltration level and high expression of immune checkpoints. In validation cohorts, low TIME score subgroup had better drug sensitivity and favorable immunotherapeutic response. CONCLUSION: We constructed a stable model of LUAD immune microenvironment characteristics that may improve the prognostic accuracy of patients, provide improved explanations of LUAD responses to immunotherapy, and provide new strategies for LUAD treatment. |
format | Online Article Text |
id | pubmed-8851380 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Neoplasia Press |
record_format | MEDLINE/PubMed |
spelling | pubmed-88513802022-02-25 Typical tumor immune microenvironment status determine prognosis in lung adenocarcinoma Ren, Caixia Li, Jinyu Zhou, Yang Zhang, Shuyu Wang, Qi Transl Oncol Original Research BACKGROUND: Immune cells, vital components of tumor microenvironment, regulate tumor survival and progression. Lung adenocarcinoma (LUAD), the tumor with the highest mortality rate worldwide, reconstitutes tumor immune microenvironment (TIME) to avoid immune destruction. Data have shown that TIME influences LUAD prognosis and predicts immunotherapeutic efficacy. The related information about the role of TIME's characteristics in LUAD is limited. METHODS: We performed unsupervised consensus clustering via machine-learning techniques to identify TIME clusters among 1906 patients and gathered survival data. The characteristics of TIME clusters of LUAD were visualized by multi-omics analysis, pseudo-time dynamic analysis, and enrichment analysis. TIME score model was constructed by principal component analysis. Comprehensive analysis and validation were conducted to test the prognostic efficacy and immunotherapeutic response of TIME score. RESULTS: TIME clusters (A, B and C) were constructed and exhibited different immune infiltration states. Multi-omics analyses included significant mutated genes (SMG), copy number variation (CNV) and cancer stemness that were significantly different among the three clusters. TIME cluster A had a lower SMG, lower CNV, and lower stemness but a higher immune infiltration level compared to TIME clusters B and C. TIME score showed that patients in low TIME score group had higher overall survival rates, higher immune infiltration level and high expression of immune checkpoints. In validation cohorts, low TIME score subgroup had better drug sensitivity and favorable immunotherapeutic response. CONCLUSION: We constructed a stable model of LUAD immune microenvironment characteristics that may improve the prognostic accuracy of patients, provide improved explanations of LUAD responses to immunotherapy, and provide new strategies for LUAD treatment. Neoplasia Press 2022-02-14 /pmc/articles/PMC8851380/ /pubmed/35176624 http://dx.doi.org/10.1016/j.tranon.2022.101367 Text en © 2022 The Authors. Published by Elsevier Inc. https://creativecommons.org/licenses/by-nc-nd/4.0/This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/). |
spellingShingle | Original Research Ren, Caixia Li, Jinyu Zhou, Yang Zhang, Shuyu Wang, Qi Typical tumor immune microenvironment status determine prognosis in lung adenocarcinoma |
title | Typical tumor immune microenvironment status determine prognosis in lung adenocarcinoma |
title_full | Typical tumor immune microenvironment status determine prognosis in lung adenocarcinoma |
title_fullStr | Typical tumor immune microenvironment status determine prognosis in lung adenocarcinoma |
title_full_unstemmed | Typical tumor immune microenvironment status determine prognosis in lung adenocarcinoma |
title_short | Typical tumor immune microenvironment status determine prognosis in lung adenocarcinoma |
title_sort | typical tumor immune microenvironment status determine prognosis in lung adenocarcinoma |
topic | Original Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8851380/ https://www.ncbi.nlm.nih.gov/pubmed/35176624 http://dx.doi.org/10.1016/j.tranon.2022.101367 |
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