Survival-Associated Alternative Messenger RNA Splicing Signatures in Pancreatic Ductal Adenocarcinoma: A Study Based on RNA-Sequencing Data

被引:10
作者
Zhou, Yu-Jie [1 ]
Zhu, Gui-Qi [2 ,3 ]
Zhang, Qing-Wei [1 ]
Zheng, Kenneth I. [4 ]
Chen, Jin-Nan [1 ]
Zhang, Xin-Tian [1 ]
Wang, Qi-Wen [1 ]
Li, Xiao-Bo [1 ]
机构
[1] Shanghai Jiao Tong Univ, Key Lab Gastroenterol & Hepatol, Div Gastroenterol & Hepatol,Minist Hlth, Renji Hosp,Sch Med,Shanghai Inst Digest Dis, 145 Middle Shandong Rd, Shanghai 200001, Peoples R China
[2] Fudan Univ, Zhongshan Hosp, Liver Canc Inst, Shanghai, Peoples R China
[3] Fudan Univ, State Key Lab Genet Engn, Shanghai, Peoples R China
[4] Wenzhou Med Univ, Affiliated Hosp 1, Dept Hepatol, Wenzhou, Peoples R China
关键词
pancreatic ductal adenocarcinoma; alternative splicing; RNA sequencing; splicing factor; prognosis; GENE-EXPRESSION; BREAST-CANCER; CD44; REVEALS; VARIANT; CHEMORESISTANCE; GEMCITABINE; RESISTANCE; MACHINERY; PATHWAYS;
D O I
10.1089/dna.2019.4862
中图分类号
Q5 [生物化学]; Q7 [分子生物学];
学科分类号
071010 ; 081704 ;
摘要
Multiple studies have shown that cancer-specific alternative splicing (AS) alterations are associated with clinical outcome. In this study, we aimed to profile prognostic AS signatures for pancreatic ductal adenocarcinoma (PDAC). We integrated the percent-spliced-in (PSI) data of AS in 140 PDAC patients based on the Cancer Genome Atlas (TCGA) dataset. We identified overall survival (OS)-associated AS events using univariate Cox regression analysis. Then, prognostic AS signatures were constructed for OS and chemoresistance prediction using the least absolute shrinkage and selection operator (LASSO) method. We also analyzed splicing factors (SFs) regulatory networks by Pearson's correlation. We detected 677 OS-related AS events in 485 genes by profiling 10,354 AS events obtained from 140 PDAC patients. Gene functional enrichment analysis demonstrated the pathways enriched by survival-associated AS. The AS signatures constructed with significant survival-associated AS events revealed high performance in predicting PDAC survival and gemcitabine chemoresistance. The area under the receiver operator characteristic curve was 0.937 in training cohort and 0.748 in validation cohort at 2000 days of OS. Furthermore, we identified prognostic SFs (e.g., ESRP1 and HNRNPC) to build the AS regulatory network. We constructed AS signatures for OS and gemcitabine chemoresistance in PDAC patients, which may provide clues for further experiment-based mechanism study.
引用
收藏
页码:1207 / 1222
页数:16
相关论文
共 53 条
[1]   RNA splicing, cell signaling, and response to therapies [J].
Abou Faycal, Cherine ;
Gazzeri, Sylvie ;
Eymin, Beatrice .
CURRENT OPINION IN ONCOLOGY, 2016, 28 (01) :58-64
[2]   Tumor-specific expression and alternative splicing of the COL6A3 gene in pancreatic cancer [J].
Arafat, Hwyda ;
Lazar, Melissa ;
Salem, Khalifa ;
Chipitsyna, Galina ;
Gong, Qiaoke ;
Pan, Te-Cheng ;
Zhang, Rui-Zhu ;
Yeo, Charles J. ;
Chu, Mon-Li .
SURGERY, 2011, 150 (02) :306-315
[3]   Modulation of PKM alternative splicing by PTBP1 promotes gemcitabine resistance in pancreatic cancer cells [J].
Calabretta, S. ;
Bielli, P. ;
Passacantilli, I. ;
Pilozzi, E. ;
Fendrich, V. ;
Capurso, G. ;
Delle Fave, G. ;
Sette, C. .
ONCOGENE, 2016, 35 (16) :2031-2039
[4]   Characterization of Alternative Spliceoforms and the RNA Splicing Machinery in Pancreatic Cancer [J].
Carrigan, Patricia E. ;
Bingham, Jonathan L. ;
Srinvasan, Subha ;
Brentnall, Teresa A. ;
Miller, Laurence J. .
PANCREAS, 2011, 40 (02) :281-288
[5]   Snail Driving Alternative Splicing of CD44 by ESRP1 Enhances Invasion and Migration in Epithelial Ovarian Cancer [J].
Chen, Le ;
Yao, Ying ;
Sun, Lijuan ;
Zhou, Jiajia ;
Miao, Minmin ;
Luo, Shujuan ;
Deng, Guanming ;
Li, Junjun ;
Wang, Jing ;
Tang, Jie .
CELLULAR PHYSIOLOGY AND BIOCHEMISTRY, 2017, 43 (06) :2489-2504
[6]   Alternative pre-mRNA splicing regulation in cancer: pathways and programs unhinged [J].
David, Charles J. ;
Manley, James L. .
GENES & DEVELOPMENT, 2010, 24 (21) :2343-2364
[7]   Alternative Splicing and Tumor Progression [J].
Ghigna, Claudia ;
Valacca, Cristina ;
Biamonti, Giuseppe .
CURRENT GENOMICS, 2008, 9 (08) :556-570
[8]   L1 Penalized Estimation in the Cox Proportional Hazards Model [J].
Goeman, Jelle J. .
BIOMETRICAL JOURNAL, 2010, 52 (01) :70-84
[9]   Alternatively spliced isoforms of IL-32 differentially influence cell death pathways in cancer cell lines [J].
Heinhuis, Bas ;
Plantinga, Theo S. ;
Semango, George ;
Kusters, Benno ;
Netea, Mihai G. ;
Dinarello, Charles A. ;
Smit, Jan W. A. ;
Netea-Maier, Romana T. ;
Joosten, Leo A. B. .
CARCINOGENESIS, 2016, 37 (02) :197-205
[10]   PKM2 is not required for pancreatic ductal adenocarcinoma [J].
Hillis, Alissandra L. ;
Lau, Allison N. ;
Devoe, Camille X. ;
Dayton, Talya L. ;
Danai, Laura V. ;
Di Vizio, Dolores ;
Vander Heiden, Matthew G. .
CANCER & METABOLISM, 2018, 6