miRNA-mRNA Integrated Analysis Reveals Roles for miRNAs in Primary Breast Tumors

被引:246
作者
Enerly, Espen [1 ,4 ]
Steinfeld, Israel [2 ]
Kleivi, Kristine [1 ,3 ]
Leivonen, Suvi-Katri [3 ]
Aure, Miriam R. [1 ]
Russnes, Hege G. [1 ,10 ]
Ronneberg, Jo Anders [1 ,4 ]
Johnsen, Hilde [1 ]
Navon, Roy [5 ]
Rodland, Einar [6 ]
Makela, Rami [3 ]
Naume, Bjorn [7 ]
Perala, Merja [3 ]
Kallioniemi, Olli [3 ,8 ]
Kristensen, Vessela N. [1 ,4 ,9 ]
Yakhini, Zohar [2 ,5 ]
Borresen-Dale, Anne-Lise [1 ,4 ]
机构
[1] Radiumhosp, Oslo Univ Hosp, Inst Canc Res, Div Surg & Canc,Dept Genet, Oslo, Norway
[2] Technion Israel Inst Technol, Dept Comp Sci, IL-32000 Haifa, Israel
[3] VTT Tech Res Ctr Finland, Turku, Finland
[4] Univ Oslo, Fac Med, Inst Clin Med, Oslo, Norway
[5] Agilent Labs, Tel Aviv, Israel
[6] Univ Oslo, Dept Informat, N-0316 Oslo, Norway
[7] Oslo Univ Hosp, Dept Oncol, Div Surg & Canc, Oslo, Norway
[8] Univ Helsinki, Inst Mol Med Finland, Helsinki, Finland
[9] Inst Clin Epidemiol & Mol Biol EPIGEN, Nordbyhagen, Norway
[10] Oslo Univ Hosp, Div Pathol, Oslo, Norway
来源
PLOS ONE | 2011年 / 6卷 / 02期
关键词
GENE-EXPRESSION DATA; BONE-MARROW; CANCER; MICRORNAS; SUBTYPES; MIR-150; DIFFERENTIATION; CLASSIFICATION; PROLIFERATION; PROFILES;
D O I
10.1371/journal.pone.0016915
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
Introduction: Few studies have performed expression profiling of both miRNA and mRNA from the same primary breast carcinomas. In this study we present and analyze data derived from expression profiling of 799 miRNAs in 101 primary human breast tumors, along with genome-wide mRNA profiles and extensive clinical information. Methods: We investigate the relationship between these molecular components, in terms of their correlation with each other and with clinical characteristics. We use a systems biology approach to examine the correlative relationship between miRNA and mRNAs using statistical enrichment methods. Results: We identify statistical significant differential expression of miRNAs between molecular intrinsic subtypes, and between samples with different levels of proliferation. Specifically, we point to miRNAs significantly associated with TP53 and ER status. We also show that several cellular processes, such as proliferation, cell adhesion and immune response, are strongly associated with certain miRNAs. We validate the role of miRNAs in regulating proliferation using high-throughput lysate-microarrays on cell lines and point to potential drivers of this process. Conclusion: This study provides a comprehensive dataset as well as methods and system-level results that jointly form a basis for further work on understanding the role of miRNA in primary breast cancer.
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页数:13
相关论文
共 62 条
[1]   Clustering and conservation patterns of human microRNAs [J].
Altuvia, Y ;
Landgraf, P ;
Lithwick, G ;
Elefant, N ;
Pfeffer, S ;
Aravin, A ;
Brownstein, MJ ;
Tuschl, T ;
Margalit, H .
NUCLEIC ACIDS RESEARCH, 2005, 33 (08) :2697-2706
[2]   Gene Ontology: tool for the unification of biology [J].
Ashburner, M ;
Ball, CA ;
Blake, JA ;
Botstein, D ;
Butler, H ;
Cherry, JM ;
Davis, AP ;
Dolinski, K ;
Dwight, SS ;
Eppig, JT ;
Harris, MA ;
Hill, DP ;
Issel-Tarver, L ;
Kasarskis, A ;
Lewis, S ;
Matese, JC ;
Richardson, JE ;
Ringwald, M ;
Rubin, GM ;
Sherlock, G .
NATURE GENETICS, 2000, 25 (01) :25-29
[3]   MicroRNAs: Target Recognition and Regulatory Functions [J].
Bartel, David P. .
CELL, 2009, 136 (02) :215-233
[4]   Tissue classification with gene expression profiles [J].
Ben-Dor, A ;
Bruhn, L ;
Friedman, N ;
Nachman, I ;
Schummer, M ;
Yakhini, Z .
JOURNAL OF COMPUTATIONAL BIOLOGY, 2000, 7 (3-4) :559-583
[5]   CONTROLLING THE FALSE DISCOVERY RATE - A PRACTICAL AND POWERFUL APPROACH TO MULTIPLE TESTING [J].
BENJAMINI, Y ;
HOCHBERG, Y .
JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY, 1995, 57 (01) :289-300
[6]   Extracellular matrix signature identifies breast cancer subgroups with different clinical outcome [J].
Bergamaschi, A. ;
Tagliabue, E. ;
Sorlie, T. ;
Naurne, B. ;
Triulzi, T. ;
Orlandi, R. ;
Russnes, H. G. ;
Nesland, J. M. ;
Tammi, R. ;
Auvinen, P. ;
Kosma, V-M ;
Menard, S. ;
Borresen-Dale, A-L .
JOURNAL OF PATHOLOGY, 2008, 214 (03) :357-367
[7]   Molecular classification of cutaneous malignant melanoma by gene expression profiling [J].
Bittner, M ;
Meitzer, P ;
Chen, Y ;
Jiang, Y ;
Seftor, E ;
Hendrix, M ;
Radmacher, M ;
Simon, R ;
Yakhini, Z ;
Ben-Dor, A ;
Sampas, N ;
Dougherty, E ;
Wang, E ;
Marincola, F ;
Gooden, C ;
Lueders, J ;
Glatfelter, A ;
Pollock, P ;
Carpten, J ;
Gillanders, E ;
Leja, D ;
Dietrich, K ;
Beaudry, C ;
Berens, M ;
Alberts, D ;
Sondak, V ;
Hayward, N ;
Trent, J .
NATURE, 2000, 406 (6795) :536-540
[8]   MicroRNA expression profiling of human breast cancer identifies new markers of tumor subtype [J].
Blenkiron, Cherie ;
Goldstein, Leonard D. ;
Thorne, Natalie P. ;
Spiteri, Inmaculada ;
Chin, Suet-Feung ;
Dunning, Mark J. ;
Barbosa-Morais, Nuno L. ;
Teschendorff, Andrew E. ;
Green, Andrew R. ;
Ellis, Ian O. ;
Tavare, Simon ;
Caldas, Carlos ;
Miska, Eric A. .
GENOME BIOLOGY, 2007, 8 (10)
[9]   p53-repressed miRNAs are involved with E2F in a feed-forward loop promoting proliferation [J].
Brosh, Ran ;
Shalgi, Reut ;
Liran, Atar ;
Landan, Gilad ;
Korotayev, Katya ;
Nguyen, Giang Huong ;
Enerly, Espen ;
Johnsen, Hilde ;
Buganim, Yosef ;
Solomon, Hilla ;
Goldstein, Ido ;
Madar, Shalom ;
Goldfinger, Naomi ;
Brresen-Dale, Anne-Lise ;
Ginsberg, Doron ;
Harris, Curtis C. ;
Pilpel, Yitzhak ;
Oren, Moshe ;
Rotter, Varda .
MOLECULAR SYSTEMS BIOLOGY, 2008, 4 (1)
[10]   MicroRNAs modulate hematopoietic lineage differentiation [J].
Chen, CZ ;
Li, L ;
Lodish, HF ;
Bartel, DP .
SCIENCE, 2004, 303 (5654) :83-86