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Prognostic signature construction of energy metabolism-related genes in pancreatic cancer
Pancreatic cancer is the 7th leading cause of cancer death worldwide, and its incidence and mortality rate have been on the rise in recent years in Western developed countries. The specificity of the disease and the lack of appropriate treatments have resulted in a 5-year overall survival rate of on...
Autores principales: | , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2022
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Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9559226/ https://www.ncbi.nlm.nih.gov/pubmed/36248974 http://dx.doi.org/10.3389/fonc.2022.917897 |
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author | Liu, Hao Zhang, Jianhua Wei, Chaoguang Liu, Zhao Zhou, Wei Yang, Pan Gong, Yifu Zhao, Yuxiang |
author_facet | Liu, Hao Zhang, Jianhua Wei, Chaoguang Liu, Zhao Zhou, Wei Yang, Pan Gong, Yifu Zhao, Yuxiang |
author_sort | Liu, Hao |
collection | PubMed |
description | Pancreatic cancer is the 7th leading cause of cancer death worldwide, and its incidence and mortality rate have been on the rise in recent years in Western developed countries. The specificity of the disease and the lack of appropriate treatments have resulted in a 5-year overall survival rate of only 9%. In this study, we conducted a study based on the TCGA database and GEO database and analyzed using the energy metabolism gene set to establish a prognostic model with the least absolute shrinkage and selection operator to identify 7-genes prognostic signature, and the gene expression was verified by Real-time PCR. The model was validated using a risk score calculation, and the OS rates of the 7 genes were analyzed using one-way Cox regression. The prognostic relationship between vesicle-associated membrane protein 2 (VAMP2) and pancreatic cancer patients was analyzed by OS and progression-free survival, and the prognosis was found to be significantly worse in the high-expression group. A Nomogram showed that VAMP2 was an independent prognostic factor in pancreatic cancer. Gene set enrichment analysis showed that VAMP2 upregulation was enriched in pathways associated with immune response and that VAMP2 downregulation was enriched in metabolism-related pathways. The association of VAMP2 with immune cell infiltration was analyzed for the enrichment results, and VAMP2 was found to be positively associated with all 6 immune cells. The results of this study suggest that VAMP2 is an independent prognostic factor associated with energy metabolism in pancreatic cancer and may be involved in the immune response. |
format | Online Article Text |
id | pubmed-9559226 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-95592262022-10-14 Prognostic signature construction of energy metabolism-related genes in pancreatic cancer Liu, Hao Zhang, Jianhua Wei, Chaoguang Liu, Zhao Zhou, Wei Yang, Pan Gong, Yifu Zhao, Yuxiang Front Oncol Oncology Pancreatic cancer is the 7th leading cause of cancer death worldwide, and its incidence and mortality rate have been on the rise in recent years in Western developed countries. The specificity of the disease and the lack of appropriate treatments have resulted in a 5-year overall survival rate of only 9%. In this study, we conducted a study based on the TCGA database and GEO database and analyzed using the energy metabolism gene set to establish a prognostic model with the least absolute shrinkage and selection operator to identify 7-genes prognostic signature, and the gene expression was verified by Real-time PCR. The model was validated using a risk score calculation, and the OS rates of the 7 genes were analyzed using one-way Cox regression. The prognostic relationship between vesicle-associated membrane protein 2 (VAMP2) and pancreatic cancer patients was analyzed by OS and progression-free survival, and the prognosis was found to be significantly worse in the high-expression group. A Nomogram showed that VAMP2 was an independent prognostic factor in pancreatic cancer. Gene set enrichment analysis showed that VAMP2 upregulation was enriched in pathways associated with immune response and that VAMP2 downregulation was enriched in metabolism-related pathways. The association of VAMP2 with immune cell infiltration was analyzed for the enrichment results, and VAMP2 was found to be positively associated with all 6 immune cells. The results of this study suggest that VAMP2 is an independent prognostic factor associated with energy metabolism in pancreatic cancer and may be involved in the immune response. Frontiers Media S.A. 2022-09-29 /pmc/articles/PMC9559226/ /pubmed/36248974 http://dx.doi.org/10.3389/fonc.2022.917897 Text en Copyright © 2022 Liu, Zhang, Wei, Liu, Zhou, Yang, Gong and Zhao 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 Liu, Hao Zhang, Jianhua Wei, Chaoguang Liu, Zhao Zhou, Wei Yang, Pan Gong, Yifu Zhao, Yuxiang Prognostic signature construction of energy metabolism-related genes in pancreatic cancer |
title | Prognostic signature construction of energy metabolism-related genes in pancreatic cancer |
title_full | Prognostic signature construction of energy metabolism-related genes in pancreatic cancer |
title_fullStr | Prognostic signature construction of energy metabolism-related genes in pancreatic cancer |
title_full_unstemmed | Prognostic signature construction of energy metabolism-related genes in pancreatic cancer |
title_short | Prognostic signature construction of energy metabolism-related genes in pancreatic cancer |
title_sort | prognostic signature construction of energy metabolism-related genes in pancreatic cancer |
topic | Oncology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9559226/ https://www.ncbi.nlm.nih.gov/pubmed/36248974 http://dx.doi.org/10.3389/fonc.2022.917897 |
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