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A novel 20-gene prognostic score in pancreatic adenocarcinoma

Pancreatic ductal adenocarcinoma (PDAC) is among the most lethal cancers. Known risk factors for this disease are currently insufficient in predicting mortality. In order to better prognosticate patients with PDAC, we identified 20 genes by utilizing publically available high-throughput transcriptom...

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Autores principales: Demirkol Canlı, Seçil, Dedeoğlu, Ege, Akbar, Muhammad Waqas, Küçükkaraduman, Barış, İşbilen, Murat, Erdoğan, Özge Şükrüoğlu, Erciyas, Seda Kılıç, Yazıcı, Hülya, Vural, Burçak, Güre, Ali Osmay
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7170253/
https://www.ncbi.nlm.nih.gov/pubmed/32310997
http://dx.doi.org/10.1371/journal.pone.0231835
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author Demirkol Canlı, Seçil
Dedeoğlu, Ege
Akbar, Muhammad Waqas
Küçükkaraduman, Barış
İşbilen, Murat
Erdoğan, Özge Şükrüoğlu
Erciyas, Seda Kılıç
Yazıcı, Hülya
Vural, Burçak
Güre, Ali Osmay
author_facet Demirkol Canlı, Seçil
Dedeoğlu, Ege
Akbar, Muhammad Waqas
Küçükkaraduman, Barış
İşbilen, Murat
Erdoğan, Özge Şükrüoğlu
Erciyas, Seda Kılıç
Yazıcı, Hülya
Vural, Burçak
Güre, Ali Osmay
author_sort Demirkol Canlı, Seçil
collection PubMed
description Pancreatic ductal adenocarcinoma (PDAC) is among the most lethal cancers. Known risk factors for this disease are currently insufficient in predicting mortality. In order to better prognosticate patients with PDAC, we identified 20 genes by utilizing publically available high-throughput transcriptomic data from GEO, TCGA and ICGC which are associated with overall survival and event-free survival. A score generated based on the expression matrix of these genes was validated in two independent cohorts. We find that this “Pancreatic cancer prognostic score 20 –PPS20” is independent of the confounding factors in multivariate analyses, is dramatically elevated in metastatic tissue compared to primary tumor, and is higher in primary tumors compared to normal pancreatic tissue. Transcriptomic analyses show that tumors with low PPS20 have overall more immune cell infiltration and a higher CD8 T cell/Treg ratio when compared to those with high PPS20. Analyses of proteomic data from TCGA PAAD indicated higher levels of Cyclin B1, RAD51, EGFR and a lower E-cadherin/Fibronectin ratio in tumors with high PPS20. The PPS20 score defines not only prognostic and biological sub-groups but can predict response to targeted therapy as well. Overall, PPS20 is a stronger and more robust transcriptomic signature when compared to similar, previously published gene lists.
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spelling pubmed-71702532020-04-23 A novel 20-gene prognostic score in pancreatic adenocarcinoma Demirkol Canlı, Seçil Dedeoğlu, Ege Akbar, Muhammad Waqas Küçükkaraduman, Barış İşbilen, Murat Erdoğan, Özge Şükrüoğlu Erciyas, Seda Kılıç Yazıcı, Hülya Vural, Burçak Güre, Ali Osmay PLoS One Research Article Pancreatic ductal adenocarcinoma (PDAC) is among the most lethal cancers. Known risk factors for this disease are currently insufficient in predicting mortality. In order to better prognosticate patients with PDAC, we identified 20 genes by utilizing publically available high-throughput transcriptomic data from GEO, TCGA and ICGC which are associated with overall survival and event-free survival. A score generated based on the expression matrix of these genes was validated in two independent cohorts. We find that this “Pancreatic cancer prognostic score 20 –PPS20” is independent of the confounding factors in multivariate analyses, is dramatically elevated in metastatic tissue compared to primary tumor, and is higher in primary tumors compared to normal pancreatic tissue. Transcriptomic analyses show that tumors with low PPS20 have overall more immune cell infiltration and a higher CD8 T cell/Treg ratio when compared to those with high PPS20. Analyses of proteomic data from TCGA PAAD indicated higher levels of Cyclin B1, RAD51, EGFR and a lower E-cadherin/Fibronectin ratio in tumors with high PPS20. The PPS20 score defines not only prognostic and biological sub-groups but can predict response to targeted therapy as well. Overall, PPS20 is a stronger and more robust transcriptomic signature when compared to similar, previously published gene lists. Public Library of Science 2020-04-20 /pmc/articles/PMC7170253/ /pubmed/32310997 http://dx.doi.org/10.1371/journal.pone.0231835 Text en © 2020 Demirkol Canlı et al http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
spellingShingle Research Article
Demirkol Canlı, Seçil
Dedeoğlu, Ege
Akbar, Muhammad Waqas
Küçükkaraduman, Barış
İşbilen, Murat
Erdoğan, Özge Şükrüoğlu
Erciyas, Seda Kılıç
Yazıcı, Hülya
Vural, Burçak
Güre, Ali Osmay
A novel 20-gene prognostic score in pancreatic adenocarcinoma
title A novel 20-gene prognostic score in pancreatic adenocarcinoma
title_full A novel 20-gene prognostic score in pancreatic adenocarcinoma
title_fullStr A novel 20-gene prognostic score in pancreatic adenocarcinoma
title_full_unstemmed A novel 20-gene prognostic score in pancreatic adenocarcinoma
title_short A novel 20-gene prognostic score in pancreatic adenocarcinoma
title_sort novel 20-gene prognostic score in pancreatic adenocarcinoma
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7170253/
https://www.ncbi.nlm.nih.gov/pubmed/32310997
http://dx.doi.org/10.1371/journal.pone.0231835
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