Prognostic microRNA/mRNA signature from the integrated analysis of patients with invasive breast cancer

被引:124
作者
Volinia, Stefano [1 ,2 ]
Croce, Carlo M. [2 ]
机构
[1] Univ Ferrara, Dept Morphol Surg & Expt Med, I-44121 Ferrara, Italy
[2] Ohio State Univ, Dept Mol Virol Immunol & Med Genet, Columbus, OH 43210 USA
关键词
genomics; prognosis; ncRNA; mutation; MUTATIONAL PROCESSES; GENE SIGNATURE; SUBTYPES; METASTASIS; PREDICTOR; SURVIVAL; THERAPY; TUMORS; CELLS;
D O I
10.1073/pnas.1304977110
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
The optimal management of breast cancer (BC) presents challenges due to the heterogeneous molecular classification of the disease. We performed survival analysis on a cohort of 466 patients with primary invasive ductal carcinoma (IDC), the most frequent type of BC, by integrating mRNA, microRNA (miRNA), and DNA methylation next-generation sequencing data from The Cancer Genome Atlas (TCGA). Expression data from eight other BC cohorts were used for validation. The prognostic value of the resulting miRNA/mRNA signature was compared with that of other prognostic BC signatures. Thirty mRNAs and seven miRNAs were associated with overall survival across different clinical and molecular subclasses of a 466-patient IDC cohort from TCGA. The prognostic RNAs included PIK3CA, one of the two most frequently mutated genes in IDC, and miRNAs such as hsa-miR-328, hsa-miR-484, and hsa-miR-874. The area under the curve of the receiver-operator characteristic for the IDC risk predictor in the TCGA cohort was 0.74 at 60 mo of overall survival (P < 0.001). Most relevant for clinical application, the integrated signature had the highest prognostic value in early stage I and II tumors (receiver-operator characteristic area under the curve = 0.77, P value < 0.001). The genes in the RNA risk predictor had an independent prognostic value compared with the clinical covariates, as shown by multivariate analysis. The integrated RNA signature was successfully validated on eight BC cohorts, comprising a total of 2,399 patients, and it had superior performance for risk stratification with respect to other RNA predictors, including the mRNAs used in MammaPrint and Oncotype DX assays.
引用
收藏
页码:7413 / 7417
页数:5
相关论文
共 32 条
[1]   Semi-supervised methods to predict patient survival from gene expression data [J].
Bair, E ;
Tibshirani, R .
PLOS BIOLOGY, 2004, 2 (04) :511-522
[2]   The COSMIC (Catalogue of Somatic Mutations in Cancer) database and website [J].
Bamford, S ;
Dawson, E ;
Forbes, S ;
Clements, J ;
Pettett, R ;
Dogan, A ;
Flanagan, A ;
Teague, J ;
Futreal, PA ;
Stratton, MR ;
Wooster, R .
BRITISH JOURNAL OF CANCER, 2004, 91 (02) :355-358
[3]   Sequence analysis of mutations and translocations across breast cancer subtypes [J].
Banerji, Shantanu ;
Cibulskis, Kristian ;
Rangel-Escareno, Claudia ;
Brown, Kristin K. ;
Carter, Scott L. ;
Frederick, Abbie M. ;
Lawrence, Michael S. ;
Sivachenko, Andrey Y. ;
Sougnez, Carrie ;
Zou, Lihua ;
Cortes, Maria L. ;
Fernandez-Lopez, Juan C. ;
Peng, Shouyong ;
Ardlie, Kristin G. ;
Auclair, Daniel ;
Bautista-Pina, Veronica ;
Duke, Fujiko ;
Francis, Joshua ;
Jung, Joonil ;
Maffuz-Aziz, Antonio ;
Onofrio, Robert C. ;
Parkin, Melissa ;
Pho, Nam H. ;
Quintanar-Jurado, Valeria ;
Ramos, Alex H. ;
Rebollar-Vega, Rosa ;
Rodriguez-Cuevas, Sergio ;
Romero-Cordoba, Sandra L. ;
Schumacher, Steven E. ;
Stransky, Nicolas ;
Thompson, Kristin M. ;
Uribe-Figueroa, Laura ;
Baselga, Jose ;
Beroukhim, Rameen ;
Polyak, Kornelia ;
Sgroi, Dennis C. ;
Richardson, Andrea L. ;
Jimenez-Sanchez, Gerardo ;
Lander, Eric S. ;
Gabriel, Stacey B. ;
Garraway, Levi A. ;
Golub, Todd R. ;
Melendez-Zajgla, Jorge ;
Toker, Alex ;
Getz, Gad ;
Hidalgo-Miranda, Alfredo ;
Meyerson, Matthew .
NATURE, 2012, 486 (7403) :405-409
[4]   Genes that mediate breast cancer metastasis to the brain [J].
Bos, Paula D. ;
Zhang, Xiang H. -F. ;
Nadal, Cristina ;
Shu, Weiping ;
Gomis, Roger R. ;
Nguyen, Don X. ;
Minn, Andy J. ;
van de Vijver, Marc J. ;
Gerald, William L. ;
Foekens, John A. ;
Massague, Joan .
NATURE, 2009, 459 (7249) :1005-U137
[5]   microRNA-Associated Progression Pathways and Potential Therapeutic Targets Identified by Integrated mRNA and microRNA Expression Profiling in Breast Cancer [J].
Buffa, Francesca M. ;
Camps, Carme ;
Winchester, Laura ;
Snell, Cameron E. ;
Gee, Harriet E. ;
Sheldon, Helen ;
Taylor, Marian ;
Harris, Adrian L. ;
Ragoussis, Jiannis .
CANCER RESEARCH, 2011, 71 (17) :5635-5645
[6]   The genomic and transcriptomic architecture of 2,000 breast tumours reveals novel subgroups [J].
Curtis, Christina ;
Shah, Sohrab P. ;
Chin, Suet-Feung ;
Turashvili, Gulisa ;
Rueda, Oscar M. ;
Dunning, Mark J. ;
Speed, Doug ;
Lynch, Andy G. ;
Samarajiwa, Shamith ;
Yuan, Yinyin ;
Graef, Stefan ;
Ha, Gavin ;
Haffari, Gholamreza ;
Bashashati, Ali ;
Russell, Roslin ;
McKinney, Steven ;
Langerod, Anita ;
Green, Andrew ;
Provenzano, Elena ;
Wishart, Gordon ;
Pinder, Sarah ;
Watson, Peter ;
Markowetz, Florian ;
Murphy, Leigh ;
Ellis, Ian ;
Purushotham, Arnie ;
Borresen-Dale, Anne-Lise ;
Brenton, James D. ;
Tavare, Simon ;
Caldas, Carlos ;
Aparicio, Samuel .
NATURE, 2012, 486 (7403) :346-352
[7]   Cancer Epigenetics: From Mechanism to Therapy [J].
Dawson, Mark A. ;
Kouzarides, Tony .
CELL, 2012, 150 (01) :12-27
[8]   Strong time dependence of the 76-gene prognostic signature for node-negative breast cancer patients in the TRANSBIG multicenter independent validation series [J].
Desmedt, Christine ;
Piette, Fanny ;
Loi, Sherene ;
Wang, Yixin ;
d'assignies, Mahasti Saghatchian ;
Bergh, Jonas ;
Lidereau, Rosette ;
Ellis, Paul ;
Harris, Adrian L. ;
Klijn, Jan G. M. ;
Foekens, John A. ;
Cardoso, Fatima ;
Piccart, Martine J. ;
Buyse, Marc ;
Sotiriou, Christos .
CLINICAL CANCER RESEARCH, 2007, 13 (11) :3207-3214
[9]   An integrated encyclopedia of DNA elements in the human genome [J].
Dunham, Ian ;
Kundaje, Anshul ;
Aldred, Shelley F. ;
Collins, Patrick J. ;
Davis, CarrieA. ;
Doyle, Francis ;
Epstein, Charles B. ;
Frietze, Seth ;
Harrow, Jennifer ;
Kaul, Rajinder ;
Khatun, Jainab ;
Lajoie, Bryan R. ;
Landt, Stephen G. ;
Lee, Bum-Kyu ;
Pauli, Florencia ;
Rosenbloom, Kate R. ;
Sabo, Peter ;
Safi, Alexias ;
Sanyal, Amartya ;
Shoresh, Noam ;
Simon, Jeremy M. ;
Song, Lingyun ;
Trinklein, Nathan D. ;
Altshuler, Robert C. ;
Birney, Ewan ;
Brown, James B. ;
Cheng, Chao ;
Djebali, Sarah ;
Dong, Xianjun ;
Dunham, Ian ;
Ernst, Jason ;
Furey, Terrence S. ;
Gerstein, Mark ;
Giardine, Belinda ;
Greven, Melissa ;
Hardison, Ross C. ;
Harris, Robert S. ;
Herrero, Javier ;
Hoffman, Michael M. ;
Iyer, Sowmya ;
Kellis, Manolis ;
Khatun, Jainab ;
Kheradpour, Pouya ;
Kundaje, Anshul ;
Lassmann, Timo ;
Li, Qunhua ;
Lin, Xinying ;
Marinov, Georgi K. ;
Merkel, Angelika ;
Mortazavi, Ali .
NATURE, 2012, 489 (7414) :57-74
[10]   Concordance among gene-expression-based predictors for breast cancer [J].
Fan, Cheng ;
Oh, Daniel S. ;
Wessels, Lodewyk ;
Weigelt, Britta ;
Nuyten, Dimitry S. A. ;
Nobel, Andrew B. ;
van't Veer, Laura J. ;
Perou, Charles M. .
NEW ENGLAND JOURNAL OF MEDICINE, 2006, 355 (06) :560-569