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PAC-5 Gene Expression Signature for Predicting Prognosis of Patients with Pancreatic Adenocarcinoma
Pancreatic adenocarcinoma (PAC) is one of the most aggressive malignancies. Intratumoural molecular heterogeneity impedes improvement of the overall survival rate. Current pathological staging system is not sufficient to accurately predict prognostic outcomes. Thus, accurate prognostic model for pat...
Autores principales: | , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2019
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6896100/ https://www.ncbi.nlm.nih.gov/pubmed/31703415 http://dx.doi.org/10.3390/cancers11111749 |
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author | Kim, Jieun Jo, Yong Hwa Jang, Miran Nguyen, Ngoc Ngo Yen Yun, Hyeong Rok Ko, Seok Hoon Shin, Yoonhwa Lee, Ju-Seog Kang, Insug Ha, Joohun Choi, Tae Gyu Kim, Sung Soo |
author_facet | Kim, Jieun Jo, Yong Hwa Jang, Miran Nguyen, Ngoc Ngo Yen Yun, Hyeong Rok Ko, Seok Hoon Shin, Yoonhwa Lee, Ju-Seog Kang, Insug Ha, Joohun Choi, Tae Gyu Kim, Sung Soo |
author_sort | Kim, Jieun |
collection | PubMed |
description | Pancreatic adenocarcinoma (PAC) is one of the most aggressive malignancies. Intratumoural molecular heterogeneity impedes improvement of the overall survival rate. Current pathological staging system is not sufficient to accurately predict prognostic outcomes. Thus, accurate prognostic model for patient survival and treatment decision is demanded. Using differentially expressed gene analysis between normal pancreas and PAC tissues, the cancer-specific genes were identified. A prognostic gene expression model was computed by LASSO regression analysis. The PAC-5 signature (LAMA3, E2F7, IFI44, SLC12A2, and LRIG1) that had significant prognostic value in the overall dataset was established, independently of the pathological stage. We provided evidence that the PAC-5 signature further refined the selection of the PAC patients who might benefit from postoperative therapies. SLC12A2 and LRIG1 interacted with the proteins that were implicated in resistance of EGFR kinase inhibitor. DNA methylation was significantly involved in the gene regulations of the PAC-5 signature. The PAC-5 signature provides new possibilities for improving the personalised therapeutic strategies. We suggest that the PAC-5 genes might be potential drug targets for PAC. |
format | Online Article Text |
id | pubmed-6896100 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-68961002019-12-23 PAC-5 Gene Expression Signature for Predicting Prognosis of Patients with Pancreatic Adenocarcinoma Kim, Jieun Jo, Yong Hwa Jang, Miran Nguyen, Ngoc Ngo Yen Yun, Hyeong Rok Ko, Seok Hoon Shin, Yoonhwa Lee, Ju-Seog Kang, Insug Ha, Joohun Choi, Tae Gyu Kim, Sung Soo Cancers (Basel) Article Pancreatic adenocarcinoma (PAC) is one of the most aggressive malignancies. Intratumoural molecular heterogeneity impedes improvement of the overall survival rate. Current pathological staging system is not sufficient to accurately predict prognostic outcomes. Thus, accurate prognostic model for patient survival and treatment decision is demanded. Using differentially expressed gene analysis between normal pancreas and PAC tissues, the cancer-specific genes were identified. A prognostic gene expression model was computed by LASSO regression analysis. The PAC-5 signature (LAMA3, E2F7, IFI44, SLC12A2, and LRIG1) that had significant prognostic value in the overall dataset was established, independently of the pathological stage. We provided evidence that the PAC-5 signature further refined the selection of the PAC patients who might benefit from postoperative therapies. SLC12A2 and LRIG1 interacted with the proteins that were implicated in resistance of EGFR kinase inhibitor. DNA methylation was significantly involved in the gene regulations of the PAC-5 signature. The PAC-5 signature provides new possibilities for improving the personalised therapeutic strategies. We suggest that the PAC-5 genes might be potential drug targets for PAC. MDPI 2019-11-07 /pmc/articles/PMC6896100/ /pubmed/31703415 http://dx.doi.org/10.3390/cancers11111749 Text en © 2019 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Kim, Jieun Jo, Yong Hwa Jang, Miran Nguyen, Ngoc Ngo Yen Yun, Hyeong Rok Ko, Seok Hoon Shin, Yoonhwa Lee, Ju-Seog Kang, Insug Ha, Joohun Choi, Tae Gyu Kim, Sung Soo PAC-5 Gene Expression Signature for Predicting Prognosis of Patients with Pancreatic Adenocarcinoma |
title | PAC-5 Gene Expression Signature for Predicting Prognosis of Patients with Pancreatic Adenocarcinoma |
title_full | PAC-5 Gene Expression Signature for Predicting Prognosis of Patients with Pancreatic Adenocarcinoma |
title_fullStr | PAC-5 Gene Expression Signature for Predicting Prognosis of Patients with Pancreatic Adenocarcinoma |
title_full_unstemmed | PAC-5 Gene Expression Signature for Predicting Prognosis of Patients with Pancreatic Adenocarcinoma |
title_short | PAC-5 Gene Expression Signature for Predicting Prognosis of Patients with Pancreatic Adenocarcinoma |
title_sort | pac-5 gene expression signature for predicting prognosis of patients with pancreatic adenocarcinoma |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6896100/ https://www.ncbi.nlm.nih.gov/pubmed/31703415 http://dx.doi.org/10.3390/cancers11111749 |
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