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Analyzing molecular typing and clinical application of immunogenic cell death-related genes in hepatocellular carcinoma
BACKGROUND: Hepatocellular carcinoma (HCC) is considered one of the most common cancers, characterized by low early detection and high mortality rates, and is a global health challenge. Immunogenic cell death (ICD) is defined as a specific type of regulated cell death (RCD) capable of reshaping the...
Autores principales: | , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10249577/ https://www.ncbi.nlm.nih.gov/pubmed/37291495 http://dx.doi.org/10.1186/s12885-023-10992-2 |
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author | Lin, Cai-Feng Chen, Zhi-Wen Kang, Feng-Ping Hu, Jian-Fei Huang, Long Liao, Cheng-Yu Lai, Jian-Lin Huang, Yi Wang, Zu-Wei Tian, Yi-Feng Chen, Shi |
author_facet | Lin, Cai-Feng Chen, Zhi-Wen Kang, Feng-Ping Hu, Jian-Fei Huang, Long Liao, Cheng-Yu Lai, Jian-Lin Huang, Yi Wang, Zu-Wei Tian, Yi-Feng Chen, Shi |
author_sort | Lin, Cai-Feng |
collection | PubMed |
description | BACKGROUND: Hepatocellular carcinoma (HCC) is considered one of the most common cancers, characterized by low early detection and high mortality rates, and is a global health challenge. Immunogenic cell death (ICD) is defined as a specific type of regulated cell death (RCD) capable of reshaping the tumor immune microenvironment by releasing danger signals that trigger immune responses, which would contribute to immunotherapy. METHODS: The ICD gene sets were collected from the literature. We collected expression data and clinical information from public databases for the HCC samples in our study. Data processing and mapping were performed using R software to analyze the differences in biological characteristics between different subgroups. The expression of the ICD representative gene in clinical specimens was assessed by immunohistochemistry, and the role of the representative gene in HCC was evaluated by various in vitro assays, including qRT-PCR, colony formation, and CCK8 assay. Lasso-Cox regression was used to screen prognosis-related genes, and an ICD-related risk model (ICDRM) was constructed. To improve the clinical value of ICDRM, Nomograms and calibration curves were created to predict survival probabilities. Finally, the critical gene of ICDRM was further investigated through pan-cancer analysis and single-cell analysis. RESULTS: We identified two ICD clusters that differed significantly in terms of survival, biological function, and immune infiltration. As well as assessing the immune microenvironment of tumors in HCC patients, we demonstrate that ICDRM can differentiate ICD clusters and predict the prognosis and effectiveness of therapy. High-risk subpopulations are characterized by high TMB, suppressed immunity, and poor survival and response to immunotherapy, whereas the opposite is true for low-risk subpopulations. CONCLUSIONS: This study reveals the potential impact of ICDRM on the tumor microenvironment (TME), immune infiltration, and prognosis of HCC patients, but also a potential tool for predicting prognosis. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12885-023-10992-2. |
format | Online Article Text |
id | pubmed-10249577 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-102495772023-06-10 Analyzing molecular typing and clinical application of immunogenic cell death-related genes in hepatocellular carcinoma Lin, Cai-Feng Chen, Zhi-Wen Kang, Feng-Ping Hu, Jian-Fei Huang, Long Liao, Cheng-Yu Lai, Jian-Lin Huang, Yi Wang, Zu-Wei Tian, Yi-Feng Chen, Shi BMC Cancer Research BACKGROUND: Hepatocellular carcinoma (HCC) is considered one of the most common cancers, characterized by low early detection and high mortality rates, and is a global health challenge. Immunogenic cell death (ICD) is defined as a specific type of regulated cell death (RCD) capable of reshaping the tumor immune microenvironment by releasing danger signals that trigger immune responses, which would contribute to immunotherapy. METHODS: The ICD gene sets were collected from the literature. We collected expression data and clinical information from public databases for the HCC samples in our study. Data processing and mapping were performed using R software to analyze the differences in biological characteristics between different subgroups. The expression of the ICD representative gene in clinical specimens was assessed by immunohistochemistry, and the role of the representative gene in HCC was evaluated by various in vitro assays, including qRT-PCR, colony formation, and CCK8 assay. Lasso-Cox regression was used to screen prognosis-related genes, and an ICD-related risk model (ICDRM) was constructed. To improve the clinical value of ICDRM, Nomograms and calibration curves were created to predict survival probabilities. Finally, the critical gene of ICDRM was further investigated through pan-cancer analysis and single-cell analysis. RESULTS: We identified two ICD clusters that differed significantly in terms of survival, biological function, and immune infiltration. As well as assessing the immune microenvironment of tumors in HCC patients, we demonstrate that ICDRM can differentiate ICD clusters and predict the prognosis and effectiveness of therapy. High-risk subpopulations are characterized by high TMB, suppressed immunity, and poor survival and response to immunotherapy, whereas the opposite is true for low-risk subpopulations. CONCLUSIONS: This study reveals the potential impact of ICDRM on the tumor microenvironment (TME), immune infiltration, and prognosis of HCC patients, but also a potential tool for predicting prognosis. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12885-023-10992-2. BioMed Central 2023-06-08 /pmc/articles/PMC10249577/ /pubmed/37291495 http://dx.doi.org/10.1186/s12885-023-10992-2 Text en © The Author(s) 2023 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/ (https://creativecommons.org/publicdomain/zero/1.0/) ) applies to the data made available in this article, unless otherwise stated in a credit line to the data. |
spellingShingle | Research Lin, Cai-Feng Chen, Zhi-Wen Kang, Feng-Ping Hu, Jian-Fei Huang, Long Liao, Cheng-Yu Lai, Jian-Lin Huang, Yi Wang, Zu-Wei Tian, Yi-Feng Chen, Shi Analyzing molecular typing and clinical application of immunogenic cell death-related genes in hepatocellular carcinoma |
title | Analyzing molecular typing and clinical application of immunogenic cell death-related genes in hepatocellular carcinoma |
title_full | Analyzing molecular typing and clinical application of immunogenic cell death-related genes in hepatocellular carcinoma |
title_fullStr | Analyzing molecular typing and clinical application of immunogenic cell death-related genes in hepatocellular carcinoma |
title_full_unstemmed | Analyzing molecular typing and clinical application of immunogenic cell death-related genes in hepatocellular carcinoma |
title_short | Analyzing molecular typing and clinical application of immunogenic cell death-related genes in hepatocellular carcinoma |
title_sort | analyzing molecular typing and clinical application of immunogenic cell death-related genes in hepatocellular carcinoma |
topic | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10249577/ https://www.ncbi.nlm.nih.gov/pubmed/37291495 http://dx.doi.org/10.1186/s12885-023-10992-2 |
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