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A 14-gene gemcitabine resistance gene signature is significantly associated with the prognosis of pancreatic cancer patients
To identify a gemcitabine resistance-associated gene signature for risk stratification and prognosis prediction in pancreatic cancer. Pearson correlation analysis was performed with gemcitabine half maximal inhibitory concentration (IC50) data of 17 primary pancreatic cancer lines from Genomics of D...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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Nature Publishing Group UK
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7969955/ https://www.ncbi.nlm.nih.gov/pubmed/33731794 http://dx.doi.org/10.1038/s41598-021-85680-x |
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author | Wei, Xing Zhou, Xiaochong Zhao, Yun He, Yang Weng, Zhen Xu, Chunfang |
author_facet | Wei, Xing Zhou, Xiaochong Zhao, Yun He, Yang Weng, Zhen Xu, Chunfang |
author_sort | Wei, Xing |
collection | PubMed |
description | To identify a gemcitabine resistance-associated gene signature for risk stratification and prognosis prediction in pancreatic cancer. Pearson correlation analysis was performed with gemcitabine half maximal inhibitory concentration (IC50) data of 17 primary pancreatic cancer lines from Genomics of Drug Sensitivity in Cancer (GDSC) and the transcriptomic data from GDSC and Broad Institute Cancer Cell Line Encyclopedia, followed by risk stratification, expression evaluation, overall survival (OS) prediction, clinical data validation and nomogram establishment. Our biomarker discovery effort identified a 14-gene signature, most of which featured differential expression. The 14-gene signature was associated with poor OS in E-MTAB-6134 (HR 2.37; 95% CI 1.75–3.2; p < 0.0001), pancreatic cancer-Canada (PACA-CA) (HR 1.76; 95% CI 1.31–2.37; p = 0.00015), and 4 other independent validation cohorts: pancreatic cancer-Australia (PACA-AU) (HR 1.9; 95% CI 1.38–2.61; p < 0.0001), The Cancer Genome Atlas (TCGA) (HR 1.73; 95% CI 1.11–2.69; p = 0.014), GSE85916 (HR 1.97; 95% CI 1.14–3.42; p = 0.014) and GSE62452 (HR 1.82; 95% CI 1.02–3.24; p = 0.039). Multivariate analysis revealed that the 14-gene risk score was an independent pancreatic cancer outcome predictor in E-MTAB-6134 (p < 0.001) and TCGA (p = 0.006). A nomogram including the 14-gene was established for eventual clinical translation. We identified a novel gemcitabine resistance gene signature for risk stratification and robust categorization of pancreatic cancer patients with poor prognosis. |
format | Online Article Text |
id | pubmed-7969955 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-79699552021-03-19 A 14-gene gemcitabine resistance gene signature is significantly associated with the prognosis of pancreatic cancer patients Wei, Xing Zhou, Xiaochong Zhao, Yun He, Yang Weng, Zhen Xu, Chunfang Sci Rep Article To identify a gemcitabine resistance-associated gene signature for risk stratification and prognosis prediction in pancreatic cancer. Pearson correlation analysis was performed with gemcitabine half maximal inhibitory concentration (IC50) data of 17 primary pancreatic cancer lines from Genomics of Drug Sensitivity in Cancer (GDSC) and the transcriptomic data from GDSC and Broad Institute Cancer Cell Line Encyclopedia, followed by risk stratification, expression evaluation, overall survival (OS) prediction, clinical data validation and nomogram establishment. Our biomarker discovery effort identified a 14-gene signature, most of which featured differential expression. The 14-gene signature was associated with poor OS in E-MTAB-6134 (HR 2.37; 95% CI 1.75–3.2; p < 0.0001), pancreatic cancer-Canada (PACA-CA) (HR 1.76; 95% CI 1.31–2.37; p = 0.00015), and 4 other independent validation cohorts: pancreatic cancer-Australia (PACA-AU) (HR 1.9; 95% CI 1.38–2.61; p < 0.0001), The Cancer Genome Atlas (TCGA) (HR 1.73; 95% CI 1.11–2.69; p = 0.014), GSE85916 (HR 1.97; 95% CI 1.14–3.42; p = 0.014) and GSE62452 (HR 1.82; 95% CI 1.02–3.24; p = 0.039). Multivariate analysis revealed that the 14-gene risk score was an independent pancreatic cancer outcome predictor in E-MTAB-6134 (p < 0.001) and TCGA (p = 0.006). A nomogram including the 14-gene was established for eventual clinical translation. We identified a novel gemcitabine resistance gene signature for risk stratification and robust categorization of pancreatic cancer patients with poor prognosis. Nature Publishing Group UK 2021-03-17 /pmc/articles/PMC7969955/ /pubmed/33731794 http://dx.doi.org/10.1038/s41598-021-85680-x Text en © The Author(s) 2021 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/. |
spellingShingle | Article Wei, Xing Zhou, Xiaochong Zhao, Yun He, Yang Weng, Zhen Xu, Chunfang A 14-gene gemcitabine resistance gene signature is significantly associated with the prognosis of pancreatic cancer patients |
title | A 14-gene gemcitabine resistance gene signature is significantly associated with the prognosis of pancreatic cancer patients |
title_full | A 14-gene gemcitabine resistance gene signature is significantly associated with the prognosis of pancreatic cancer patients |
title_fullStr | A 14-gene gemcitabine resistance gene signature is significantly associated with the prognosis of pancreatic cancer patients |
title_full_unstemmed | A 14-gene gemcitabine resistance gene signature is significantly associated with the prognosis of pancreatic cancer patients |
title_short | A 14-gene gemcitabine resistance gene signature is significantly associated with the prognosis of pancreatic cancer patients |
title_sort | 14-gene gemcitabine resistance gene signature is significantly associated with the prognosis of pancreatic cancer patients |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7969955/ https://www.ncbi.nlm.nih.gov/pubmed/33731794 http://dx.doi.org/10.1038/s41598-021-85680-x |
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