Identifying mRNA targets of microRNA dysregulated in cancer: with application to clear cell Renal Cell Carcinoma

被引:212
作者
Liu, Huiqing [2 ]
Brannon, Angela R. [1 ]
Reddy, Anupama R. [2 ]
Alexe, Gabriela [3 ]
Seiler, Michael W. [2 ]
Arreola, Alexandra [1 ]
Oza, Jay H. [4 ]
Yao, Ming [4 ]
Juan, David [5 ]
Liou, Louis S. [5 ,6 ]
Ganesan, Shridar [4 ]
Levine, Arnold J. [7 ]
Rathmell, W. K. [1 ,8 ,9 ]
Bhanot, Gyan V. [2 ,4 ,7 ,10 ,11 ]
机构
[1] Univ N Carolina, Lineberger Comprehens Canc Ctr, Chapel Hill, NC 27599 USA
[2] Rutgers State Univ, BioMaPS Inst, Piscataway, NJ 08854 USA
[3] Broad Inst MIT &Harvard, Cambridge, MA 02142 USA
[4] Univ Med & Dent New Jersey, Robert Wood Johnson Med Sch, Canc Inst New Jersey, New Brunswick, NJ 08903 USA
[5] Boston Univ, Sch Med, Dept Pathol, Boston, MA 02118 USA
[6] Harvard Univ, Sch Med, Cambridge, MA 02139 USA
[7] Inst Adv Study, Simons Ctr Syst Biol, Princeton, NJ 08540 USA
[8] Univ N Carolina, Dept Med, Chapel Hill, NC 27599 USA
[9] Univ N Carolina, Dept Genet, Chapel Hill, NC 27599 USA
[10] Rutgers State Univ, Dept Mol Biol & Biochem, Piscataway, NJ 08854 USA
[11] Rutgers State Univ, Dept Phys, Piscataway, NJ 08854 USA
关键词
GENE-EXPRESSION; REPRESSORS ZEB1; DOWN-REGULATION; GROWTH-FACTOR; CLASSIFICATION; IDENTIFICATION; RESISTANCE; DIAGNOSIS; OVEREXPRESSION; PROLIFERATION;
D O I
10.1186/1752-0509-4-51
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
Background: MicroRNA regulate mRNA levels in a tissue specific way, either by inducing degradation of the transcript or by inhibiting translation or transcription. Putative mRNA targets of microRNA identified from seed sequence matches are available in many databases. However, such matches have a high false positive rate and cannot identify tissue specificity of regulation. Results: We describe a simple method to identify direct mRNA targets of microRNA dysregulated in cancers from expression level measurements in patient matched tumor/normal samples. The word "direct" is used here in a strict sense to: a) represent mRNA which have an exact seed sequence match to the microRNA in their 3'UTR, b) the seed sequence match is strictly conserved across mouse, human, rat and dog genomes, c) the mRNA and microRNA expression levels can distinguish tumor from normal with high significance and d) the microRNA/mRNA expression levels are strongly and significantly anti-correlated in tumor and/or normal samples. We apply and validate the method using clear cell Renal Cell Carcinoma (ccRCC) and matched normal kidney samples, limiting our analysis to mRNA targets which undergo degradation of the mRNA transcript because of a perfect seed sequence match. Dysregulated microRNA and mRNA are first identified by comparing their expression levels in tumor vs normal samples. Putative dysregulated microRNA/mRNA pairs are identified from these using seed sequence matches, requiring that the seed sequence be conserved in human/dog/rat/mouse genomes. These are further pruned by requiring a strong anti-correlation signature in tumor and/or normal samples. The method revealed many new regulations in ccRCC. For instance, loss of miR-149, miR-200c and mir-141 causes gain of function of oncogenes (KCNMA1, LOX), VEGFA and SEMA6A respectively and increased levels of miR-142-3p, miR-185, mir-34a, miR-224, miR-21 cause loss of function of tumor suppressors LRRC2, PTPN13, SFRP1, ERBB4, and (SLC12A1, TCF21) respectively. We also found strong anti-correlation between VEGFA and the miR-200 family of microRNA: miR-200a*, 200b, 200c and miR-141. Several identified microRNA/mRNA pairs were validated on an independent set of matched ccRCC/normal samples. The regulation of SEMA6A by miR-141 was verified by a transfection assay. Conclusions: We describe a simple and reliable method to identify direct gene targets of microRNA in any cancer. The constraints we impose (strong dysregulation signature for microRNA and mRNA levels between tumor/normal samples, evolutionary conservation of seed sequence and strong anti-correlation of expression levels) remove spurious matches and identify a subset of robust, tissue specific, functional mRNA targets of dysregulated microRNA.
引用
收藏
页数:17
相关论文
共 90 条
[21]   Mechanisms of microRNA deregulation in human cancer [J].
Deng, Shan ;
Calin, George Adrian ;
Croce, Carlo M. ;
Coukos, George ;
Zhang, Lin .
CELL CYCLE, 2008, 7 (17) :2643-2646
[22]   Recombinant Semaphorin 6A-1 ectodomain inhibits in vivo growth factor and tumor cell line-induced angiogenesis [J].
Dhanabal, M ;
Wu, F ;
Alvarez, E ;
McQueeney, KD ;
Jeffers, M ;
MacDougall, J ;
Boldog, FL ;
Hackett, C ;
Shenoy, S ;
Khramtsov, N ;
Weiner, J ;
Lichenstein, HS ;
LaRochelle, WJ .
CANCER BIOLOGY & THERAPY, 2005, 4 (06) :659-668
[23]   Perfect seed pairing is not a generally reliable predictor for miRNA-target interactions [J].
Didiano, Dominic ;
Hobert, Oliver .
NATURE STRUCTURAL & MOLECULAR BIOLOGY, 2006, 13 (09) :849-851
[24]   MicroRNA-21 is Overexpressed in Pancreatic Cancer and a Potential Predictor of Survival [J].
Dillhoff, Mary ;
Liu, James ;
Frankel, Wendy ;
Croce, Carlo ;
Bloomston, Mark .
JOURNAL OF GASTROINTESTINAL SURGERY, 2008, 12 (12) :2171-2176
[25]   The putative tumor suppressor gene PTPN13/PTPL1 induces apoptosis through insulin receptor substrate-1 dephosphorylation [J].
Dromard, Mathilde ;
Bompard, Guillaume ;
Glondu-Lassis, Murielle ;
Puech, Carole ;
Chalbos, Dany ;
Freiss, Gilles .
CANCER RESEARCH, 2007, 67 (14) :6806-6813
[26]   VEGF-targeted cancer therapy strategies: current progress, hurdles and future prospects [J].
Duda, Dan G. ;
Batchelor, Tracy T. ;
Willett, Christopher G. ;
Jain, Rakesh K. .
TRENDS IN MOLECULAR MEDICINE, 2007, 13 (06) :223-230
[27]   Association of microRNA-34a overexpression with proliferation is cell type-dependent [J].
Dutta, Khokon Kumar ;
Zhong, Yi ;
Liu, Yu-Ting ;
Yamada, Takuji ;
Akatsuka, Shinya ;
Hu, Qian ;
Yoshihara, Minako ;
Ohara, Hiroki ;
Takehashi, Masanori ;
Shinohara, Takashi ;
Masutani, Hiroshi ;
Onuki, Janice ;
Toyokuni, Shinya .
CANCER SCIENCE, 2007, 98 (12) :1845-1852
[28]  
ENDERS KON, 2009, J ONCOLOGY
[29]   Oncomirs - microRNAs with a role in cancer [J].
Esquela-Kerscher, A ;
Slack, FJ .
NATURE REVIEWS CANCER, 2006, 6 (04) :259-269
[30]   Potassium channels:: New targets in cancer therapy [J].
Felipe, Antonio ;
Vicente, Ruben ;
Villalonga, Nuria ;
Roura-Ferrer, Meritxell ;
Martinez-Marmol, Ramon ;
Sole, Laura ;
Ferreres, Joan C. ;
Condom, Enric .
CANCER DETECTION AND PREVENTION, 2006, 30 (04) :375-385