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The prognostic value of an autophagy-related lncRNA signature in hepatocellular carcinoma
BACKGROUND: lncRNA may be involved in the occurrence, metastasis, and chemical reaction of hepatocellular carcinoma (HCC) through various pathways associated with autophagy. Therefore, it is urgent to reveal more autophagy-related lncRNAs, explore these lncRNAs’ clinical significance, and find new t...
Autores principales: | , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8080392/ https://www.ncbi.nlm.nih.gov/pubmed/33910497 http://dx.doi.org/10.1186/s12859-021-04123-6 |
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author | Yang, Shiming Zhou, Yaping Zhang, Xiangxin Wang, Lu Fu, Jianfeng Zhao, Xiaotong Yang, Liu |
author_facet | Yang, Shiming Zhou, Yaping Zhang, Xiangxin Wang, Lu Fu, Jianfeng Zhao, Xiaotong Yang, Liu |
author_sort | Yang, Shiming |
collection | PubMed |
description | BACKGROUND: lncRNA may be involved in the occurrence, metastasis, and chemical reaction of hepatocellular carcinoma (HCC) through various pathways associated with autophagy. Therefore, it is urgent to reveal more autophagy-related lncRNAs, explore these lncRNAs’ clinical significance, and find new targeted treatment strategies. METHODS: The corresponding data of HCC patients and autophagy genes were obtained from the TCGA database, and the human autophagy database respectively. Based on the co-expression and Cox regression analysis to construct prognostic prediction signature. RESULTS: Finally, a signature containing seven autophagy-related lncRNAs (PRRT3-AS1, RP11-479G22.8, RP11-73M18.8, LINC01138, CTD-2510F5.4, CTC-297N7.9, RP11-324I22.4) was constructed. Based on the risk score of signature, Overall survival (OS) curves show that the OS of high-risk patients is significantly lower than that of low-risk patients (P = 2.292e−10), and the prognostic prediction accuracy of risk score (AUC = 0.786) is significantly higher than that of ALBI (0.532), child_pugh (0.573), AFP (0.5751), and AJCC_stage (0.631). Moreover, multivariate Cox analysis and Nomogram of risk score are indicated that the 1-year and 3-year survival rates of patients are obviously accuracy by the combined analysis of the risk score, child_pugh, age, M_stage, and Grade (The AUC of 1- and 3-years are 0.87, and 0.855). Remarkably, the 7 autophagy-related lncRNAs may participate in Spliceosome, Cell cycle, RNA transport, DNA replication, and mRNA surveillance pathway and be related to the biological process of RNA splicing and mRNA splicing. CONCLUSION: In conclusion, the 7 autophagy-related lncRNAs might be promising prognostic and therapeutic targets for HCC. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12859-021-04123-6. |
format | Online Article Text |
id | pubmed-8080392 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-80803922021-04-29 The prognostic value of an autophagy-related lncRNA signature in hepatocellular carcinoma Yang, Shiming Zhou, Yaping Zhang, Xiangxin Wang, Lu Fu, Jianfeng Zhao, Xiaotong Yang, Liu BMC Bioinformatics Research BACKGROUND: lncRNA may be involved in the occurrence, metastasis, and chemical reaction of hepatocellular carcinoma (HCC) through various pathways associated with autophagy. Therefore, it is urgent to reveal more autophagy-related lncRNAs, explore these lncRNAs’ clinical significance, and find new targeted treatment strategies. METHODS: The corresponding data of HCC patients and autophagy genes were obtained from the TCGA database, and the human autophagy database respectively. Based on the co-expression and Cox regression analysis to construct prognostic prediction signature. RESULTS: Finally, a signature containing seven autophagy-related lncRNAs (PRRT3-AS1, RP11-479G22.8, RP11-73M18.8, LINC01138, CTD-2510F5.4, CTC-297N7.9, RP11-324I22.4) was constructed. Based on the risk score of signature, Overall survival (OS) curves show that the OS of high-risk patients is significantly lower than that of low-risk patients (P = 2.292e−10), and the prognostic prediction accuracy of risk score (AUC = 0.786) is significantly higher than that of ALBI (0.532), child_pugh (0.573), AFP (0.5751), and AJCC_stage (0.631). Moreover, multivariate Cox analysis and Nomogram of risk score are indicated that the 1-year and 3-year survival rates of patients are obviously accuracy by the combined analysis of the risk score, child_pugh, age, M_stage, and Grade (The AUC of 1- and 3-years are 0.87, and 0.855). Remarkably, the 7 autophagy-related lncRNAs may participate in Spliceosome, Cell cycle, RNA transport, DNA replication, and mRNA surveillance pathway and be related to the biological process of RNA splicing and mRNA splicing. CONCLUSION: In conclusion, the 7 autophagy-related lncRNAs might be promising prognostic and therapeutic targets for HCC. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12859-021-04123-6. BioMed Central 2021-04-28 /pmc/articles/PMC8080392/ /pubmed/33910497 http://dx.doi.org/10.1186/s12859-021-04123-6 Text en © The Author(s) 2021 https://creativecommons.org/licenses/by/4.0/Open AccessThis 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 Yang, Shiming Zhou, Yaping Zhang, Xiangxin Wang, Lu Fu, Jianfeng Zhao, Xiaotong Yang, Liu The prognostic value of an autophagy-related lncRNA signature in hepatocellular carcinoma |
title | The prognostic value of an autophagy-related lncRNA signature in hepatocellular carcinoma |
title_full | The prognostic value of an autophagy-related lncRNA signature in hepatocellular carcinoma |
title_fullStr | The prognostic value of an autophagy-related lncRNA signature in hepatocellular carcinoma |
title_full_unstemmed | The prognostic value of an autophagy-related lncRNA signature in hepatocellular carcinoma |
title_short | The prognostic value of an autophagy-related lncRNA signature in hepatocellular carcinoma |
title_sort | prognostic value of an autophagy-related lncrna signature in hepatocellular carcinoma |
topic | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8080392/ https://www.ncbi.nlm.nih.gov/pubmed/33910497 http://dx.doi.org/10.1186/s12859-021-04123-6 |
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