Cargando…

Identification of a robust functional subpathway signature for pancreatic ductal adenocarcinoma by comprehensive and integrated analyses

BACKGROUND: Pancreatic ductal adenocarcinoma (PDAC) is a highly lethal malignancy and its mortality continues to rise globally. Because of its high heterogeneity and complex molecular landscapes, published gene signatures have demonstrated low specificity and robustness. Functional signatures contai...

Descripción completa

Detalles Bibliográficos
Autores principales: Wang, Ping, Zhang, Chunlong, Li, Weidong, Zhai, Bo, Jiang, Xian, Reddy, Shiva, Jiang, Hongchi, Sun, Xueying
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7053133/
https://www.ncbi.nlm.nih.gov/pubmed/32122386
http://dx.doi.org/10.1186/s12964-020-0522-4
_version_ 1783502981219483648
author Wang, Ping
Zhang, Chunlong
Li, Weidong
Zhai, Bo
Jiang, Xian
Reddy, Shiva
Jiang, Hongchi
Sun, Xueying
author_facet Wang, Ping
Zhang, Chunlong
Li, Weidong
Zhai, Bo
Jiang, Xian
Reddy, Shiva
Jiang, Hongchi
Sun, Xueying
author_sort Wang, Ping
collection PubMed
description BACKGROUND: Pancreatic ductal adenocarcinoma (PDAC) is a highly lethal malignancy and its mortality continues to rise globally. Because of its high heterogeneity and complex molecular landscapes, published gene signatures have demonstrated low specificity and robustness. Functional signatures containing a group of genes involved in similar biological functions may display a more robust performance. METHODS: The present study was designed to excavate potential functional signatures for PDAC by analyzing maximal number of datasets extracted from available databases with a recently developed method of FAIME (Functional Analysis of Individual Microarray Expression) in a comprehensive and integrated way. RESULTS: Eleven PDAC datasets were extracted from GEO, ICGC and TCGA databases. By systemically analyzing these datasets, we identified a robust functional signature of subpathway (path:00982_1), which belongs to the drug metabolism-cytochrome P450 pathway. The signature has displayed a more powerful and robust capacity in predicting prognosis, drug response and chemotherapeutic efficacy for PDAC, particularly for the classical subtype, in comparison with published gene signatures and clinically used TNM staging system. This signature was verified by meta-analyses and validated in available cell line and clinical datasets with chemotherapeutic efficacy. CONCLUSION: The present study has identified a novel functional PDAC signature, which has the potential to improve the current systems for predicting the prognosis and monitoring drug response, and to serve a linkage to therapeutic options for combating PDAC. However, the involvement of path:00982_1 subpathway in the metabolism of anti-PDAC chemotherapeutic drugs, particularly its biological interpretation, requires a further investigation.
format Online
Article
Text
id pubmed-7053133
institution National Center for Biotechnology Information
language English
publishDate 2020
publisher BioMed Central
record_format MEDLINE/PubMed
spelling pubmed-70531332020-03-10 Identification of a robust functional subpathway signature for pancreatic ductal adenocarcinoma by comprehensive and integrated analyses Wang, Ping Zhang, Chunlong Li, Weidong Zhai, Bo Jiang, Xian Reddy, Shiva Jiang, Hongchi Sun, Xueying Cell Commun Signal Research BACKGROUND: Pancreatic ductal adenocarcinoma (PDAC) is a highly lethal malignancy and its mortality continues to rise globally. Because of its high heterogeneity and complex molecular landscapes, published gene signatures have demonstrated low specificity and robustness. Functional signatures containing a group of genes involved in similar biological functions may display a more robust performance. METHODS: The present study was designed to excavate potential functional signatures for PDAC by analyzing maximal number of datasets extracted from available databases with a recently developed method of FAIME (Functional Analysis of Individual Microarray Expression) in a comprehensive and integrated way. RESULTS: Eleven PDAC datasets were extracted from GEO, ICGC and TCGA databases. By systemically analyzing these datasets, we identified a robust functional signature of subpathway (path:00982_1), which belongs to the drug metabolism-cytochrome P450 pathway. The signature has displayed a more powerful and robust capacity in predicting prognosis, drug response and chemotherapeutic efficacy for PDAC, particularly for the classical subtype, in comparison with published gene signatures and clinically used TNM staging system. This signature was verified by meta-analyses and validated in available cell line and clinical datasets with chemotherapeutic efficacy. CONCLUSION: The present study has identified a novel functional PDAC signature, which has the potential to improve the current systems for predicting the prognosis and monitoring drug response, and to serve a linkage to therapeutic options for combating PDAC. However, the involvement of path:00982_1 subpathway in the metabolism of anti-PDAC chemotherapeutic drugs, particularly its biological interpretation, requires a further investigation. BioMed Central 2020-03-02 /pmc/articles/PMC7053133/ /pubmed/32122386 http://dx.doi.org/10.1186/s12964-020-0522-4 Text en © The Author(s). 2020 Open AccessThis article is distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated.
spellingShingle Research
Wang, Ping
Zhang, Chunlong
Li, Weidong
Zhai, Bo
Jiang, Xian
Reddy, Shiva
Jiang, Hongchi
Sun, Xueying
Identification of a robust functional subpathway signature for pancreatic ductal adenocarcinoma by comprehensive and integrated analyses
title Identification of a robust functional subpathway signature for pancreatic ductal adenocarcinoma by comprehensive and integrated analyses
title_full Identification of a robust functional subpathway signature for pancreatic ductal adenocarcinoma by comprehensive and integrated analyses
title_fullStr Identification of a robust functional subpathway signature for pancreatic ductal adenocarcinoma by comprehensive and integrated analyses
title_full_unstemmed Identification of a robust functional subpathway signature for pancreatic ductal adenocarcinoma by comprehensive and integrated analyses
title_short Identification of a robust functional subpathway signature for pancreatic ductal adenocarcinoma by comprehensive and integrated analyses
title_sort identification of a robust functional subpathway signature for pancreatic ductal adenocarcinoma by comprehensive and integrated analyses
topic Research
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7053133/
https://www.ncbi.nlm.nih.gov/pubmed/32122386
http://dx.doi.org/10.1186/s12964-020-0522-4
work_keys_str_mv AT wangping identificationofarobustfunctionalsubpathwaysignatureforpancreaticductaladenocarcinomabycomprehensiveandintegratedanalyses
AT zhangchunlong identificationofarobustfunctionalsubpathwaysignatureforpancreaticductaladenocarcinomabycomprehensiveandintegratedanalyses
AT liweidong identificationofarobustfunctionalsubpathwaysignatureforpancreaticductaladenocarcinomabycomprehensiveandintegratedanalyses
AT zhaibo identificationofarobustfunctionalsubpathwaysignatureforpancreaticductaladenocarcinomabycomprehensiveandintegratedanalyses
AT jiangxian identificationofarobustfunctionalsubpathwaysignatureforpancreaticductaladenocarcinomabycomprehensiveandintegratedanalyses
AT reddyshiva identificationofarobustfunctionalsubpathwaysignatureforpancreaticductaladenocarcinomabycomprehensiveandintegratedanalyses
AT jianghongchi identificationofarobustfunctionalsubpathwaysignatureforpancreaticductaladenocarcinomabycomprehensiveandintegratedanalyses
AT sunxueying identificationofarobustfunctionalsubpathwaysignatureforpancreaticductaladenocarcinomabycomprehensiveandintegratedanalyses