Integrative Survival-Based Molecular Profiling of Human Pancreatic Cancer

被引:179
作者
Donahue, Timothy R. [1 ,2 ,3 ,4 ]
Tran, Linh M. [2 ,3 ]
Hill, Reginald [2 ,3 ]
Li, Yunfeng [2 ,3 ]
Kovochich, Anne [5 ]
Calvopina, Joseph H. [3 ]
Patel, Sanjeet G. [1 ]
Wu, Nanping [2 ,3 ]
Hindoyan, Antreas [2 ,3 ]
Farrell, James J. [6 ]
Li, Xinmin [5 ]
Dawson, David W. [4 ,5 ]
Wu, Hong [2 ,3 ,4 ,7 ]
机构
[1] Univ Calif Los Angeles, David Geffen Sch Med, Dept Surg, Div Gen Surg, Los Angeles, CA 90095 USA
[2] Univ Calif Los Angeles, David Geffen Sch Med, Inst Mol Med, Los Angeles, CA 90095 USA
[3] Univ Calif Los Angeles, David Geffen Sch Med, Dept Mol & Med Pharmacol, Los Angeles, CA 90095 USA
[4] Univ Calif Los Angeles, David Geffen Sch Med, Jonsson Comprehens Canc Ctr, Los Angeles, CA 90095 USA
[5] Univ Calif Los Angeles, David Geffen Sch Med, Dept Pathol & Lab Med, Los Angeles, CA 90095 USA
[6] Univ Calif Los Angeles, David Geffen Sch Med, Dept Med, Div Digest Dis, Los Angeles, CA 90095 USA
[7] Univ Calif Los Angeles, David Geffen Sch Med, Eli & Edythe Broad Ctr Regenerat Med & Stem Cell, Los Angeles, CA 90095 USA
关键词
PHASE-III TRIAL; PROTEIN-COUPLED RECEPTOR; GROWTH-FACTOR RECEPTOR; NF-KAPPA-B; DUCTAL ADENOCARCINOMA; POOR-PROGNOSIS; GEMCITABINE; GENE; EXPRESSION; TARGETS;
D O I
10.1158/1078-0432.CCR-11-1539
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
Purpose: To carry out an integrative profile of human pancreatic ductal adenocarcinoma (PDAC) to identify prognosis-significant genes and their related pathways. Experimental Design: A concordant survival-based whole genome in silico array analysis of DNA copy number, and mRNA and miRNA expression in 25 early-stage PDAC was carried out. A novel composite score simultaneously integrated gene expression with regulatory mechanisms to identify the signature genes with the most levels of prognosis-significant evidence. The predominant signaling pathways were determined via a pathway-based approach. Independent patient cohorts (n = 148 and 42) were then used as in vitro validation of the array findings. Results: The composite score identified 171 genes in which expressions were able to define two prognosis subgroups (P = 3.8e-5). Eighty-eight percent (151 of 171) of the genes were regulated by prognosis-significant miRNAs. The phosphoinositide 3-kinase/AKT pathway and SRC signaling were densely populated by prognosis-significant genes and driven by genomic amplification of SRC and miRNA regulation of p85 alpha and CBL. On tissue microarray validation (n = 148), p85 alpha protein expression was associated with improved survival for all patients (P = 0.02), and activated P-SRC (Y418) was associated shorter survival for patients with low-grade histology tumors (P = 0.04). Interacting P-SRC and p85 alpha revealed that they define two distinct PDAC patient subgroups (P = 0.0066). Furthering the importance of these pathways, CBL protein expression was associated with improved survival (P = 0.03) on a separate cohort (n = 42). Conclusions: These pathways and related genes may represent putative clinical biomarkers and possible targets of individualized therapy in the distinct patient subgroups they define. Clin Cancer Res; 18(5); 1352-63. (C)2012 AACR.
引用
收藏
页码:1352 / 1363
页数:12
相关论文
共 48 条
[1]  
[Anonymous], [No title captured]
[2]  
[Anonymous], 2002, Statistical Applications in Genetics and Molecular Biology, DOI DOI 10.2202/1544-6115.1000
[3]  
[Anonymous], 2010, Cancer facts and figures
[4]  
Arlt A, 2010, CANC LETT
[5]   The PI 3-kinase/Akt signaling pathway is activated due to aberrant Pten expression and targets transcription factors NF-κB and c-Myc in pancreatic cancer cells [J].
Asano, T ;
Yao, YX ;
Zhu, JJ ;
Li, DH ;
Abbruzzese, JL ;
Reddy, SAG .
ONCOGENE, 2004, 23 (53) :8571-8580
[6]   Semi-supervised methods to predict patient survival from gene expression data [J].
Bair, E ;
Tibshirani, R .
PLOS BIOLOGY, 2004, 2 (04) :511-522
[7]   SMAD4 Gene Mutations Are Associated with Poor Prognosis in Pancreatic Cancer [J].
Blackford, Amanda ;
Serrano, Oscar K. ;
Wolfgang, Christopher L. ;
Parmigiani, Giovanni ;
Jones, Sian ;
Zhang, Xiaosong ;
Parsons, D. Williams ;
Lin, Jimmy Cheng-Ho ;
Leary, Rebecca J. ;
Eshleman, James R. ;
Goggins, Michael ;
Jaffee, Elizabeth M. ;
Iacobuzio-Donahue, Christine A. ;
Maitra, Anirban ;
Cameron, John L. ;
Olino, Kelly ;
Schulick, Richard ;
Winter, Jordan ;
Herman, Joseph M. ;
Laheru, Daniel ;
Klein, Alison P. ;
Vogelstein, Bert ;
Kinzler, Kenneth W. ;
Velculescu, Victor E. ;
Hruban, Ralph H. .
CLINICAL CANCER RESEARCH, 2009, 15 (14) :4674-4679
[8]   Improvements in survival and clinical benefit with gemcitabine as first-line therapy for patients with advanced pancreas cancer: A randomized trial [J].
Burris, HA ;
Moore, MJ ;
Andersen, J ;
Green, MR ;
Rothenberg, ML ;
Madiano, MR ;
Cripps, MC ;
Portenoy, RK ;
Storniolo, AM ;
Tarassoff, P ;
Nelson, R ;
Dorr, FA ;
Stephens, CD ;
VanHoff, DD .
JOURNAL OF CLINICAL ONCOLOGY, 1997, 15 (06) :2403-2413
[9]   The patterns and dynamics of genomic instability in metastatic pancreatic cancer [J].
Campbell, Peter J. ;
Yachida, Shinichi ;
Mudie, Laura J. ;
Stephens, Philip J. ;
Pleasance, Erin D. ;
Stebbings, Lucy A. ;
Morsberger, Laura A. ;
Latimer, Calli ;
McLaren, Stuart ;
Lin, Meng-Lay ;
McBride, David J. ;
Varela, Ignacio ;
Nik-Zainal, Serena A. ;
Leroy, Catherine ;
Jia, Mingming ;
Menzies, Andrew ;
Butler, Adam P. ;
Teague, Jon W. ;
Griffin, Constance A. ;
Burton, John ;
Swerdlow, Harold ;
Quail, Michael A. ;
Stratton, Michael R. ;
Iacobuzio-Donahue, Christine ;
Futreal, P. Andrew .
NATURE, 2010, 467 (7319) :1109-1113
[10]   Subtypes of pancreatic ductal adenocarcinoma and their differing responses to therapy [J].
Collisson, Eric A. ;
Sadanandam, Anguraj ;
Olson, Peter ;
Gibb, William J. ;
Truitt, Morgan ;
Gu, Shenda ;
Cooc, Janine ;
Weinkle, Jennifer ;
Kim, Grace E. ;
Jakkula, Lakshmi ;
Feiler, Heidi S. ;
Ko, Andrew H. ;
Olshen, Adam B. ;
Danenberg, Kathleen L. ;
Tempero, Margaret A. ;
Spellman, Paul T. ;
Hanahan, Douglas ;
Gray, Joe W. .
NATURE MEDICINE, 2011, 17 (04) :500-U140