Meta-Analysis of 1,200 Transcriptomic Profiles Identifies a Prognostic Model for Pancreatic Ductal Adenocarcinoma

被引:8
作者
Sandhu, Vandana [1 ,2 ]
Labori, KnutJorgen [3 ]
Borgida, Ayelet [4 ]
Lungu, Ilinca [5 ]
Bartlett, John [5 ]
Hafezi-Bakhtiari, Sara [1 ]
Denroche, Robert E. [5 ]
Jang, Gun Ho [5 ]
Pasternack, Danielle [5 ]
Mbaabali, Faridah [5 ]
Watson, Matthew [5 ]
Wilson, Julie [5 ]
Kure, Elfin H. [2 ,6 ]
Gallinger, Steven [1 ,5 ]
Haibe-Kains, Benjamin [1 ,5 ,7 ]
机构
[1] Univ Hlth Network, Toronto, ON, Canada
[2] Oslo Univ Hosp, Inst Canc Res, Oslo, Norway
[3] Oslo Univ Hosp, Oslo, Norway
[4] Mt Sinai Hosp, Toronto, ON, Canada
[5] Ontario Inst Canc Res, Toronto, ON, Canada
[6] Univ South Eastern Norway, Bo In Telemark, Norway
[7] Univ Toronto, 101 Coll St,PMCRT 11-310,M5G1L7, Toronto, ON M5G 1L7, Canada
来源
JCO CLINICAL CANCER INFORMATICS | 2019年 / 3卷
基金
加拿大自然科学与工程研究理事会; 加拿大健康研究院;
关键词
GENE-EXPRESSION; R/BIOCONDUCTOR PACKAGE; SURVIVAL; SUBTYPES; GEMCITABINE; SIGNATURES; CARCINOMA; PATTERNS; IMPACT;
D O I
10.1200/CCI.18.00102
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
PURPOSE With a dismal 8% median 5-year overall survival, pancreatic ductal adenocarcinoma (PDAC) is a highly lethal malignancy. Only 10% to 20% of patients are eligible for surgery, and more than 50% of these patients will die within 1 year of surgery. Building a molecular predictor of early death would enable the selection of patients with PDAC who are at high risk. MATERIALS AND METHODS We developed the Pancreatic Cancer Overall Survival Predictor (PCOSP), a prognostic model built from a unique set of 89 PDAC tumors in which gene expression was profiled using both microarray and sequencing platforms. We used a meta-analysis framework that was based on the binary gene pair method to create gene expression barcodes that were robust to biases arising from heterogeneous profiling platforms and batch effects. Leveraging the largest compendium of PDAC transcriptomic data sets to date, we show that PCOSP is a robust single-sample predictor of early death-1 year or less-after surgery in a subset of 823 samples with available transcriptomics and survival data. RESULT The PCOSP model was strongly and significantly prognostic, with a meta-estimate of the area under the receiver operating curve of 0.70 (P= 2.6E-22) and D-index (robust hazard ratio) of 1.9 (range, 1.6 to 2.3; ( = 1.4E-04) for binary and survival predictions, respectively. The prognostic value of PCOSP was independent of clinicopathologic parameters and molecular subtypes. Over-representation analysis of the PCOSP 2,619 gene pairs-1,070 unique genes-unveiled pathways associated with Hedgehog signaling, epithelial-mesenchymal transition, and extracellular matrix signaling. CONCLUSION PCOSP could improve treatment decisions by identifying patients who will not benefit from standard surgery/chemotherapy but who may benefit from a more aggressive treatment approach or enrollment in a clinical trial. (C) 2019 by American Society of Clinical Oncology
引用
收藏
页码:1 / 16
页数:16
相关论文
共 45 条
  • [1] switchBox: an R package for k-Top Scoring Pairs classifier development
    Afsari, Bahman
    Fertig, Elana J.
    Geman, Donald
    Marchionni, Luigi
    [J]. BIOINFORMATICS, 2015, 31 (02) : 273 - 274
  • [2] Integrated Genomic Characterization of Pancreatic Ductal Adenocarcinoma
    Aguirre, Andrew J.
    Hruban, Ralph H.
    Raphael, Benjamin J.
    [J]. CANCER CELL, 2017, 32 (02) : 185 - +
  • [3] [Anonymous], BIOMED RES INT
  • [4] Genomic analyses identify molecular subtypes of pancreatic cancer
    Bailey, Peter
    Chang, David K.
    Nones, Katia
    Johns, Amber L.
    Patch, Ann-Marie
    Gingras, Marie-Claude
    Miller, David K.
    Christ, Angelika N.
    Bruxner, Tim J. C.
    Quinn, Michael C.
    Nourse, Craig
    Murtaugh, L. Charles
    Harliwong, Ivon
    Idrisoglu, Senel
    Manning, Suzanne
    Nourbakhsh, Ehsan
    Wani, Shivangi
    Fink, Lynn
    Holmes, Oliver
    Chin, Vencssa
    Anderson, Matthew J.
    Kazakoff, Stephen
    Leonard, Conrad
    Newell, Felicity
    Waddell, Nick
    Wood, Scott
    Xu, Qinying
    Wilson, Peter J.
    Cloonan, Nicole
    Kassahn, Karin S.
    Taylor, Darrin
    Quek, Kelly
    Robertson, Alan
    Pantano, Lorena
    Mincarelli, Laura
    Sanchez, Luis N.
    Evers, Lisa
    Wu, Jianmin
    Pinese, Mark
    Cowley, Mark J.
    Jones, Marc D.
    Colvin, Emily K.
    Nagrial, Adnan M.
    Humphrey, Emily S.
    Chantrill, Lorraine A.
    Mawson, Amanda
    Humphris, Jeremy
    Chou, Angela
    Pajic, Marina
    Scarlett, Christopher J.
    [J]. NATURE, 2016, 531 (7592) : 47 - +
  • [5] A 25-gene classifier predicts overall survival in resectable pancreatic cancer
    Birnbaum, David J.
    Finetti, Pascal
    Lopresti, Alexia
    Gilabert, Marine
    Poizat, Flora
    Raoul, Jean-Luc
    Delpero, Jean-Robert
    Moutardier, Vincent
    Birnbaum, Daniel
    Mamessier, Emilie
    Bertucci, Francois
    [J]. BMC MEDICINE, 2017, 15
  • [6] Prognostic Fifteen-Gene Signature for Early Stage Pancreatic Ductal Adenocarcinoma
    Chen, Dung-Tsa
    Davis-Yadley, Ashley H.
    Huang, Po-Yu
    Husain, Kazim
    Centeno, Barbara A.
    Permuth-Wey, Jennifer
    Pimiento, Jose M.
    Malafa, Mokenge
    [J]. PLOS ONE, 2015, 10 (08):
  • [7] THE COMBINATION OF ESTIMATES FROM DIFFERENT EXPERIMENTS
    COCHRAN, WG
    [J]. BIOMETRICS, 1954, 10 (01) : 101 - 129
  • [8] Subtypes of pancreatic ductal adenocarcinoma and their differing responses to therapy
    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.
    [J]. NATURE MEDICINE, 2011, 17 (04) : 500 - U140
  • [9] Unicancer GI PRODIGE 24/CCTG PA.6 trial: A multicenter international randomized phase III trial of adjuvant mFOLFIRINOX versus gemcitabine (gem) in patients with resected pancreatic ductal adenocarcinomas.
    Conroy, Thierry
    Hammel, Pascal
    Hebbar, Mohamed
    Ben Abdelghani, Meher
    Wei, Alice Chia-chi
    Raoul, Jean-Luc
    Chone, Laurence
    Francois, Eric
    Artru, Pascal
    Biagi, James Joseph
    Lecomte, Thierry
    Assenat, Eric
    Faroux, Roger
    Ychou, Marc
    Volet, Julien
    Sauvanet, Alain
    Jouffroy-Zeller, Claire
    Rat, Patrick
    Castan, Florence
    Bachet, Jean-Baptiste
    [J]. JOURNAL OF CLINICAL ONCOLOGY, 2018, 36 (18)
  • [10] Integrative Survival-Based Molecular Profiling of Human Pancreatic Cancer
    Donahue, Timothy R.
    Tran, Linh M.
    Hill, Reginald
    Li, Yunfeng
    Kovochich, Anne
    Calvopina, Joseph H.
    Patel, Sanjeet G.
    Wu, Nanping
    Hindoyan, Antreas
    Farrell, James J.
    Li, Xinmin
    Dawson, David W.
    Wu, Hong
    [J]. CLINICAL CANCER RESEARCH, 2012, 18 (05) : 1352 - 1363