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Establishment and validation of a ubiquitination-related gene signature associated with prognosis in pancreatic duct adenocarcinoma
BACKGROUND: Patients with pancreatic duct adenocarcinoma (PDAC) have varied prognoses that depend on numerous variables. However, additional research is required to uncover the latent impact of ubiquitination-related genes (URGs) on determining PDAC patients’ prognoses. METHODS: The URGs clusters we...
Autores principales: | , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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Frontiers Media S.A.
2023
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Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10289160/ https://www.ncbi.nlm.nih.gov/pubmed/37359528 http://dx.doi.org/10.3389/fimmu.2023.1171811 |
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author | Guo, Yangyang Wu, Zhixuan Cen, Kenan Bai, Yongheng Dai, Ying Mai, Yifeng Hong, Kai Qu, Liangchen |
author_facet | Guo, Yangyang Wu, Zhixuan Cen, Kenan Bai, Yongheng Dai, Ying Mai, Yifeng Hong, Kai Qu, Liangchen |
author_sort | Guo, Yangyang |
collection | PubMed |
description | BACKGROUND: Patients with pancreatic duct adenocarcinoma (PDAC) have varied prognoses that depend on numerous variables. However, additional research is required to uncover the latent impact of ubiquitination-related genes (URGs) on determining PDAC patients’ prognoses. METHODS: The URGs clusters were discovered via consensus clustering, and the prognostic differentially expressed genes (DEGs) across clusters were utilized to develop a signature using a least absolute shrinkage and selection operator (LASSO) regression analysis of data from TCGA-PAAD. Verification analyses were conducted across TCGA-PAAD, GSE57495 and ICGC-PACA-AU to show the robustness of the signature. RT-qPCR was used to verify the expression of risk genes. Lastly, we formulated a nomogram to improve the clinical efficacy of our predictive tool. RESULTS: The URGs signature, comprised of three genes, was developed and was shown to be highly correlated with the prognoses of PAAD patients. The nomogram was established by combining the URGs signature with clinicopathological characteristics. We discovered that the URGs signature was remarkably superior than other individual predictors (age, grade, T stage, et al). Also, the immune microenvironment analysis indicated that ESTIMATEscore, ImmuneScores, and StromalScores were elevated in the low-risk group. The immune cells that infiltrated the tissues were different between the two groups, as did the expression of immune-related genes. CONCLUSION: The URGs signature could act as the biomarker of prognosis and selecting appropriate therapeutic drugs for PDAC patients. |
format | Online Article Text |
id | pubmed-10289160 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-102891602023-06-24 Establishment and validation of a ubiquitination-related gene signature associated with prognosis in pancreatic duct adenocarcinoma Guo, Yangyang Wu, Zhixuan Cen, Kenan Bai, Yongheng Dai, Ying Mai, Yifeng Hong, Kai Qu, Liangchen Front Immunol Immunology BACKGROUND: Patients with pancreatic duct adenocarcinoma (PDAC) have varied prognoses that depend on numerous variables. However, additional research is required to uncover the latent impact of ubiquitination-related genes (URGs) on determining PDAC patients’ prognoses. METHODS: The URGs clusters were discovered via consensus clustering, and the prognostic differentially expressed genes (DEGs) across clusters were utilized to develop a signature using a least absolute shrinkage and selection operator (LASSO) regression analysis of data from TCGA-PAAD. Verification analyses were conducted across TCGA-PAAD, GSE57495 and ICGC-PACA-AU to show the robustness of the signature. RT-qPCR was used to verify the expression of risk genes. Lastly, we formulated a nomogram to improve the clinical efficacy of our predictive tool. RESULTS: The URGs signature, comprised of three genes, was developed and was shown to be highly correlated with the prognoses of PAAD patients. The nomogram was established by combining the URGs signature with clinicopathological characteristics. We discovered that the URGs signature was remarkably superior than other individual predictors (age, grade, T stage, et al). Also, the immune microenvironment analysis indicated that ESTIMATEscore, ImmuneScores, and StromalScores were elevated in the low-risk group. The immune cells that infiltrated the tissues were different between the two groups, as did the expression of immune-related genes. CONCLUSION: The URGs signature could act as the biomarker of prognosis and selecting appropriate therapeutic drugs for PDAC patients. Frontiers Media S.A. 2023-06-09 /pmc/articles/PMC10289160/ /pubmed/37359528 http://dx.doi.org/10.3389/fimmu.2023.1171811 Text en Copyright © 2023 Guo, Wu, Cen, Bai, Dai, Mai, Hong and Qu 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 Guo, Yangyang Wu, Zhixuan Cen, Kenan Bai, Yongheng Dai, Ying Mai, Yifeng Hong, Kai Qu, Liangchen Establishment and validation of a ubiquitination-related gene signature associated with prognosis in pancreatic duct adenocarcinoma |
title | Establishment and validation of a ubiquitination-related gene signature associated with prognosis in pancreatic duct adenocarcinoma |
title_full | Establishment and validation of a ubiquitination-related gene signature associated with prognosis in pancreatic duct adenocarcinoma |
title_fullStr | Establishment and validation of a ubiquitination-related gene signature associated with prognosis in pancreatic duct adenocarcinoma |
title_full_unstemmed | Establishment and validation of a ubiquitination-related gene signature associated with prognosis in pancreatic duct adenocarcinoma |
title_short | Establishment and validation of a ubiquitination-related gene signature associated with prognosis in pancreatic duct adenocarcinoma |
title_sort | establishment and validation of a ubiquitination-related gene signature associated with prognosis in pancreatic duct adenocarcinoma |
topic | Immunology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10289160/ https://www.ncbi.nlm.nih.gov/pubmed/37359528 http://dx.doi.org/10.3389/fimmu.2023.1171811 |
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