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A signature-based classification of lung adenocarcinoma that stratifies tumor immunity
BACKGROUND: Immune-related subgroup classification in immune checkpoint blockade (ICB) therapy is largely inconclusive in lung adenocarcinoma (LUAD). MATERIALS AND METHODS: First, the single-sample Gene Set Enrichment Analysis (ssGSEA) and K-means algorithms were used to identify immune-based subtyp...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9878554/ https://www.ncbi.nlm.nih.gov/pubmed/36713530 http://dx.doi.org/10.3389/fonc.2022.1023833 |
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author | Zhang, Xun Jiang, Dizhi Li, Shunjia Zhang, Xinyu Zheng, Wendi Cheng, Bo |
author_facet | Zhang, Xun Jiang, Dizhi Li, Shunjia Zhang, Xinyu Zheng, Wendi Cheng, Bo |
author_sort | Zhang, Xun |
collection | PubMed |
description | BACKGROUND: Immune-related subgroup classification in immune checkpoint blockade (ICB) therapy is largely inconclusive in lung adenocarcinoma (LUAD). MATERIALS AND METHODS: First, the single-sample Gene Set Enrichment Analysis (ssGSEA) and K-means algorithms were used to identify immune-based subtypes for the LUAD cohort based on the immunogenomic profiling of 29 immune signatures from The Cancer Genome Atlas (TCGA) database (n = 504). Second, we examined the prognostic and predictive value of immune-based subtypes using bioinformatics analysis. Survival analysis and additional COX proportional hazards regression analysis were conducted for LUAD. Then, the immune score, tumor-infiltrating immune cells (TIICs), and immune checkpoint expression of the three subtypes were analyzed. The Gene Ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) of the differentially expressed genes (DEGs) between three immune-based subtypes were subsequently analyzed for functional enrichment pathways. RESULT: A total of three immune-based subtypes with distinct immune signatures have been identified for LUAD and designated as cluster 1 (C1), cluster 2 (C2), and cluster 3 (C3). Patients in C3 had higher stromal, immune, and ESTIMATE scores, whereas those in C1 had the opposite. Patients in C1 had an enrichment of macrophages M0 and activation of dendritic cells, whereas tumors in C3 had an enrichment of CD8(+) T cells, activation of CD4(+) memory T cells, and macrophages M1. C3 had a higher immune cell infiltration and a better survival prognosis than other subtypes. Furthermore, patients in C3 had higher expression levels of immune checkpoint proteins such as PD-L1, PD1, CTLA4, LAG3, IDO1, and HAVCR2. No significant differences were found in cluster TMB scores. We also found that immune-related pathways were enriched in C3. CONCLUSION: LUAD subtypes based on immune signatures may aid in the development of novel treatment strategies for LUAD. |
format | Online Article Text |
id | pubmed-9878554 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-98785542023-01-27 A signature-based classification of lung adenocarcinoma that stratifies tumor immunity Zhang, Xun Jiang, Dizhi Li, Shunjia Zhang, Xinyu Zheng, Wendi Cheng, Bo Front Oncol Oncology BACKGROUND: Immune-related subgroup classification in immune checkpoint blockade (ICB) therapy is largely inconclusive in lung adenocarcinoma (LUAD). MATERIALS AND METHODS: First, the single-sample Gene Set Enrichment Analysis (ssGSEA) and K-means algorithms were used to identify immune-based subtypes for the LUAD cohort based on the immunogenomic profiling of 29 immune signatures from The Cancer Genome Atlas (TCGA) database (n = 504). Second, we examined the prognostic and predictive value of immune-based subtypes using bioinformatics analysis. Survival analysis and additional COX proportional hazards regression analysis were conducted for LUAD. Then, the immune score, tumor-infiltrating immune cells (TIICs), and immune checkpoint expression of the three subtypes were analyzed. The Gene Ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) of the differentially expressed genes (DEGs) between three immune-based subtypes were subsequently analyzed for functional enrichment pathways. RESULT: A total of three immune-based subtypes with distinct immune signatures have been identified for LUAD and designated as cluster 1 (C1), cluster 2 (C2), and cluster 3 (C3). Patients in C3 had higher stromal, immune, and ESTIMATE scores, whereas those in C1 had the opposite. Patients in C1 had an enrichment of macrophages M0 and activation of dendritic cells, whereas tumors in C3 had an enrichment of CD8(+) T cells, activation of CD4(+) memory T cells, and macrophages M1. C3 had a higher immune cell infiltration and a better survival prognosis than other subtypes. Furthermore, patients in C3 had higher expression levels of immune checkpoint proteins such as PD-L1, PD1, CTLA4, LAG3, IDO1, and HAVCR2. No significant differences were found in cluster TMB scores. We also found that immune-related pathways were enriched in C3. CONCLUSION: LUAD subtypes based on immune signatures may aid in the development of novel treatment strategies for LUAD. Frontiers Media S.A. 2023-01-12 /pmc/articles/PMC9878554/ /pubmed/36713530 http://dx.doi.org/10.3389/fonc.2022.1023833 Text en Copyright © 2023 Zhang, Jiang, Li, Zhang, Zheng and Cheng https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Oncology Zhang, Xun Jiang, Dizhi Li, Shunjia Zhang, Xinyu Zheng, Wendi Cheng, Bo A signature-based classification of lung adenocarcinoma that stratifies tumor immunity |
title | A signature-based classification of lung adenocarcinoma that stratifies tumor immunity |
title_full | A signature-based classification of lung adenocarcinoma that stratifies tumor immunity |
title_fullStr | A signature-based classification of lung adenocarcinoma that stratifies tumor immunity |
title_full_unstemmed | A signature-based classification of lung adenocarcinoma that stratifies tumor immunity |
title_short | A signature-based classification of lung adenocarcinoma that stratifies tumor immunity |
title_sort | signature-based classification of lung adenocarcinoma that stratifies tumor immunity |
topic | Oncology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9878554/ https://www.ncbi.nlm.nih.gov/pubmed/36713530 http://dx.doi.org/10.3389/fonc.2022.1023833 |
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