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Identification of prognostic splicing factors and exploration of their potential regulatory mechanisms in pancreatic adenocarcinoma
Pancreatic adenocarcinoma (PAAD), the most common subtype of pancreatic cancer, is a highly lethal disease. In this study, we integrated the expression profiles of splicing factors (SFs) of PAAD from RNA-sequencing data to provide a comprehensive view of the clinical significance of SFs. A prognosti...
Autores principales: | , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
PeerJ Inc.
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7020824/ https://www.ncbi.nlm.nih.gov/pubmed/32095320 http://dx.doi.org/10.7717/peerj.8380 |
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author | Rong, Min-hua Zhu, Zhan-hui Guan, Ying Li, Mei-wei Zheng, Jia-shuo Huang, Yue-qi Wei, Dan-ming Li, Ying-mei Wu, Xiao-ju Bu, Hui-ping Peng, Hui-liu Wei, Xiao-lin Li, Guo-sheng Li, Ming-xuan Chen, Ming-hui Huang, Su-ning |
author_facet | Rong, Min-hua Zhu, Zhan-hui Guan, Ying Li, Mei-wei Zheng, Jia-shuo Huang, Yue-qi Wei, Dan-ming Li, Ying-mei Wu, Xiao-ju Bu, Hui-ping Peng, Hui-liu Wei, Xiao-lin Li, Guo-sheng Li, Ming-xuan Chen, Ming-hui Huang, Su-ning |
author_sort | Rong, Min-hua |
collection | PubMed |
description | Pancreatic adenocarcinoma (PAAD), the most common subtype of pancreatic cancer, is a highly lethal disease. In this study, we integrated the expression profiles of splicing factors (SFs) of PAAD from RNA-sequencing data to provide a comprehensive view of the clinical significance of SFs. A prognostic index (PI) based on SFs was developed using the least absolute shrinkage and selection operator (LASSO) COX analysis. The PI exhibited excellent performance in predicting the status of overall survival of PAAD patients. We also used the percent spliced in (PSI) value obtained from SpliceSeq software to quantify different types of alternative splicing (AS). The prognostic value of AS events was explored using univariate COX and LASSO COX analyses; AS-based PIs were also proposed. The integration of prognosis-associated SFs and AS events suggested the potential regulatory mechanisms of splicing processes in PAAD. This study defined the markedly clinical significance of SFs and provided novel insight into their potential regulatory mechanisms. |
format | Online Article Text |
id | pubmed-7020824 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | PeerJ Inc. |
record_format | MEDLINE/PubMed |
spelling | pubmed-70208242020-02-24 Identification of prognostic splicing factors and exploration of their potential regulatory mechanisms in pancreatic adenocarcinoma Rong, Min-hua Zhu, Zhan-hui Guan, Ying Li, Mei-wei Zheng, Jia-shuo Huang, Yue-qi Wei, Dan-ming Li, Ying-mei Wu, Xiao-ju Bu, Hui-ping Peng, Hui-liu Wei, Xiao-lin Li, Guo-sheng Li, Ming-xuan Chen, Ming-hui Huang, Su-ning PeerJ Bioinformatics Pancreatic adenocarcinoma (PAAD), the most common subtype of pancreatic cancer, is a highly lethal disease. In this study, we integrated the expression profiles of splicing factors (SFs) of PAAD from RNA-sequencing data to provide a comprehensive view of the clinical significance of SFs. A prognostic index (PI) based on SFs was developed using the least absolute shrinkage and selection operator (LASSO) COX analysis. The PI exhibited excellent performance in predicting the status of overall survival of PAAD patients. We also used the percent spliced in (PSI) value obtained from SpliceSeq software to quantify different types of alternative splicing (AS). The prognostic value of AS events was explored using univariate COX and LASSO COX analyses; AS-based PIs were also proposed. The integration of prognosis-associated SFs and AS events suggested the potential regulatory mechanisms of splicing processes in PAAD. This study defined the markedly clinical significance of SFs and provided novel insight into their potential regulatory mechanisms. PeerJ Inc. 2020-02-11 /pmc/articles/PMC7020824/ /pubmed/32095320 http://dx.doi.org/10.7717/peerj.8380 Text en ©2020 Rong et al. https://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, reproduction and adaptation in any medium and for any purpose provided that it is properly attributed. For attribution, the original author(s), title, publication source (PeerJ) and either DOI or URL of the article must be cited. |
spellingShingle | Bioinformatics Rong, Min-hua Zhu, Zhan-hui Guan, Ying Li, Mei-wei Zheng, Jia-shuo Huang, Yue-qi Wei, Dan-ming Li, Ying-mei Wu, Xiao-ju Bu, Hui-ping Peng, Hui-liu Wei, Xiao-lin Li, Guo-sheng Li, Ming-xuan Chen, Ming-hui Huang, Su-ning Identification of prognostic splicing factors and exploration of their potential regulatory mechanisms in pancreatic adenocarcinoma |
title | Identification of prognostic splicing factors and exploration of their potential regulatory mechanisms in pancreatic adenocarcinoma |
title_full | Identification of prognostic splicing factors and exploration of their potential regulatory mechanisms in pancreatic adenocarcinoma |
title_fullStr | Identification of prognostic splicing factors and exploration of their potential regulatory mechanisms in pancreatic adenocarcinoma |
title_full_unstemmed | Identification of prognostic splicing factors and exploration of their potential regulatory mechanisms in pancreatic adenocarcinoma |
title_short | Identification of prognostic splicing factors and exploration of their potential regulatory mechanisms in pancreatic adenocarcinoma |
title_sort | identification of prognostic splicing factors and exploration of their potential regulatory mechanisms in pancreatic adenocarcinoma |
topic | Bioinformatics |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7020824/ https://www.ncbi.nlm.nih.gov/pubmed/32095320 http://dx.doi.org/10.7717/peerj.8380 |
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