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A novel prognostic model for hepatocellular carcinoma based on pyruvate metabolism-related genes
Hepatocellular carcinoma (HCC) is the most prevalent form of primary liver cancer, accounting for over 90% of cases. As pyruvate metabolic pathways are often dysregulated in cancer cells, investigating pyruvate metabolism-related genes may help identify prognostic gene signature and develop potentia...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10275940/ https://www.ncbi.nlm.nih.gov/pubmed/37328616 http://dx.doi.org/10.1038/s41598-023-37000-8 |
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author | Shi, Qingmiao Xue, Chen Zeng, Yifan Gu, Xinyu Wang, Jinzhi Li, Lanjuan |
author_facet | Shi, Qingmiao Xue, Chen Zeng, Yifan Gu, Xinyu Wang, Jinzhi Li, Lanjuan |
author_sort | Shi, Qingmiao |
collection | PubMed |
description | Hepatocellular carcinoma (HCC) is the most prevalent form of primary liver cancer, accounting for over 90% of cases. As pyruvate metabolic pathways are often dysregulated in cancer cells, investigating pyruvate metabolism-related genes may help identify prognostic gene signature and develop potential strategies for the management of patients with HCC. The mRNA expression profile, gene mutation data, and clinical information of HCC were obtained from open-source databases. A list of pyruvate metabolism-related genes was downloaded from the MSigDB dataset. Our findings revealed that certain pyruvate metabolism-related genes had copy number variations and single nucleotide variations in patients with liver cancer. Based on pyruvate metabolism-related genes, we stratified patients with HCC into three subtypes with different prognoses, clinical features, mutation profiles, functional annotation, and immune infiltration status. Next, we identified 13 key pyruvate metabolism-related genes significantly correlated with the prognosis of HCC using six machine learning algorithms and constructed a risk model. We also observed that the risk score was positively associated with a worse prognosis and increased immune infiltration. In summary, our study established a prognostic risk model for HCC based on pyruvate metabolism-related genes, which may contribute to the identification of potential prognostic targets and the development of new clinical management strategies for HCC. |
format | Online Article Text |
id | pubmed-10275940 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-102759402023-06-18 A novel prognostic model for hepatocellular carcinoma based on pyruvate metabolism-related genes Shi, Qingmiao Xue, Chen Zeng, Yifan Gu, Xinyu Wang, Jinzhi Li, Lanjuan Sci Rep Article Hepatocellular carcinoma (HCC) is the most prevalent form of primary liver cancer, accounting for over 90% of cases. As pyruvate metabolic pathways are often dysregulated in cancer cells, investigating pyruvate metabolism-related genes may help identify prognostic gene signature and develop potential strategies for the management of patients with HCC. The mRNA expression profile, gene mutation data, and clinical information of HCC were obtained from open-source databases. A list of pyruvate metabolism-related genes was downloaded from the MSigDB dataset. Our findings revealed that certain pyruvate metabolism-related genes had copy number variations and single nucleotide variations in patients with liver cancer. Based on pyruvate metabolism-related genes, we stratified patients with HCC into three subtypes with different prognoses, clinical features, mutation profiles, functional annotation, and immune infiltration status. Next, we identified 13 key pyruvate metabolism-related genes significantly correlated with the prognosis of HCC using six machine learning algorithms and constructed a risk model. We also observed that the risk score was positively associated with a worse prognosis and increased immune infiltration. In summary, our study established a prognostic risk model for HCC based on pyruvate metabolism-related genes, which may contribute to the identification of potential prognostic targets and the development of new clinical management strategies for HCC. Nature Publishing Group UK 2023-06-16 /pmc/articles/PMC10275940/ /pubmed/37328616 http://dx.doi.org/10.1038/s41598-023-37000-8 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/) . |
spellingShingle | Article Shi, Qingmiao Xue, Chen Zeng, Yifan Gu, Xinyu Wang, Jinzhi Li, Lanjuan A novel prognostic model for hepatocellular carcinoma based on pyruvate metabolism-related genes |
title | A novel prognostic model for hepatocellular carcinoma based on pyruvate metabolism-related genes |
title_full | A novel prognostic model for hepatocellular carcinoma based on pyruvate metabolism-related genes |
title_fullStr | A novel prognostic model for hepatocellular carcinoma based on pyruvate metabolism-related genes |
title_full_unstemmed | A novel prognostic model for hepatocellular carcinoma based on pyruvate metabolism-related genes |
title_short | A novel prognostic model for hepatocellular carcinoma based on pyruvate metabolism-related genes |
title_sort | novel prognostic model for hepatocellular carcinoma based on pyruvate metabolism-related genes |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10275940/ https://www.ncbi.nlm.nih.gov/pubmed/37328616 http://dx.doi.org/10.1038/s41598-023-37000-8 |
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