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Deciphering a mitochondria-related signature to supervise prognosis and immunotherapy in hepatocellular carcinoma
BACKGROUND: Hepatocellular carcinoma (HCC) is a major public health problem in humans. The imbalance of mitochondrial function has been discovered to be closely related to the development of cancer recently. However, the role of mitochondrial-related genes in HCC remains unclear. METHODS: The RNA-se...
Autores principales: | , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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Frontiers Media S.A.
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9761315/ https://www.ncbi.nlm.nih.gov/pubmed/36544763 http://dx.doi.org/10.3389/fimmu.2022.1070593 |
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author | Shi, Yanlong Huang, Guo Jiang, Fei Zhu, Jun Xu, Qiyang Fang, Hanlu Lan, Sheng Pan, Ziyuan Jian, Haokun Li, Li Zhang, Yewei |
author_facet | Shi, Yanlong Huang, Guo Jiang, Fei Zhu, Jun Xu, Qiyang Fang, Hanlu Lan, Sheng Pan, Ziyuan Jian, Haokun Li, Li Zhang, Yewei |
author_sort | Shi, Yanlong |
collection | PubMed |
description | BACKGROUND: Hepatocellular carcinoma (HCC) is a major public health problem in humans. The imbalance of mitochondrial function has been discovered to be closely related to the development of cancer recently. However, the role of mitochondrial-related genes in HCC remains unclear. METHODS: The RNA-sequencing profiles and patient information of 365 samples were derived from the Cancer Genome Atlas (TCGA) dataset. The mitochondria-related prognostic model was established by univariate Cox regression analysis and LASSO Cox regression analysis. We further determined the differences in immunity and drug sensitivity between low- and high-risk groups. Validation data were obtained from the International Cancer Genome Consortium (ICGC) dataset of patients with HCC. The protein and mRNA expression of six mitochondria-related genes in tissues and cell lines was verified by immunohistochemistry and qRT-PCR. RESULTS: The six mitochondria-related gene signature was constructed for better prognosis forecasting and immunity, based on which patients were divided into high-risk and low-risk groups. The ROC curve, nomogram, and calibration curve exhibited admirable clinical predictive performance of the model. The risk score was associated with clinicopathological characteristics and proved to be an independent prognostic factor in patients with HCC. The above results were verified in the ICGC validation cohort. Compared with normal tissues and cell lines, the protein and mRNA expression of six mitochondria-related genes was upregulated in HCC tissues and cell lines. CONCLUSION: The signature could be an independent factor that supervises the immunotherapy response of HCC patients and possess vital guidance value for clinical diagnosis and treatment. |
format | Online Article Text |
id | pubmed-9761315 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-97613152022-12-20 Deciphering a mitochondria-related signature to supervise prognosis and immunotherapy in hepatocellular carcinoma Shi, Yanlong Huang, Guo Jiang, Fei Zhu, Jun Xu, Qiyang Fang, Hanlu Lan, Sheng Pan, Ziyuan Jian, Haokun Li, Li Zhang, Yewei Front Immunol Immunology BACKGROUND: Hepatocellular carcinoma (HCC) is a major public health problem in humans. The imbalance of mitochondrial function has been discovered to be closely related to the development of cancer recently. However, the role of mitochondrial-related genes in HCC remains unclear. METHODS: The RNA-sequencing profiles and patient information of 365 samples were derived from the Cancer Genome Atlas (TCGA) dataset. The mitochondria-related prognostic model was established by univariate Cox regression analysis and LASSO Cox regression analysis. We further determined the differences in immunity and drug sensitivity between low- and high-risk groups. Validation data were obtained from the International Cancer Genome Consortium (ICGC) dataset of patients with HCC. The protein and mRNA expression of six mitochondria-related genes in tissues and cell lines was verified by immunohistochemistry and qRT-PCR. RESULTS: The six mitochondria-related gene signature was constructed for better prognosis forecasting and immunity, based on which patients were divided into high-risk and low-risk groups. The ROC curve, nomogram, and calibration curve exhibited admirable clinical predictive performance of the model. The risk score was associated with clinicopathological characteristics and proved to be an independent prognostic factor in patients with HCC. The above results were verified in the ICGC validation cohort. Compared with normal tissues and cell lines, the protein and mRNA expression of six mitochondria-related genes was upregulated in HCC tissues and cell lines. CONCLUSION: The signature could be an independent factor that supervises the immunotherapy response of HCC patients and possess vital guidance value for clinical diagnosis and treatment. Frontiers Media S.A. 2022-12-02 /pmc/articles/PMC9761315/ /pubmed/36544763 http://dx.doi.org/10.3389/fimmu.2022.1070593 Text en Copyright © 2022 Shi, Huang, Jiang, Zhu, Xu, Fang, Lan, Pan, Jian, Li and Zhang 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 | Immunology Shi, Yanlong Huang, Guo Jiang, Fei Zhu, Jun Xu, Qiyang Fang, Hanlu Lan, Sheng Pan, Ziyuan Jian, Haokun Li, Li Zhang, Yewei Deciphering a mitochondria-related signature to supervise prognosis and immunotherapy in hepatocellular carcinoma |
title | Deciphering a mitochondria-related signature to supervise prognosis and immunotherapy in hepatocellular carcinoma |
title_full | Deciphering a mitochondria-related signature to supervise prognosis and immunotherapy in hepatocellular carcinoma |
title_fullStr | Deciphering a mitochondria-related signature to supervise prognosis and immunotherapy in hepatocellular carcinoma |
title_full_unstemmed | Deciphering a mitochondria-related signature to supervise prognosis and immunotherapy in hepatocellular carcinoma |
title_short | Deciphering a mitochondria-related signature to supervise prognosis and immunotherapy in hepatocellular carcinoma |
title_sort | deciphering a mitochondria-related signature to supervise prognosis and immunotherapy in hepatocellular carcinoma |
topic | Immunology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9761315/ https://www.ncbi.nlm.nih.gov/pubmed/36544763 http://dx.doi.org/10.3389/fimmu.2022.1070593 |
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