Transcription factor and microRNA regulation in androgen-dependent and -independent prostate cancer cells

被引:89
|
作者
Wang, Guohua [1 ,2 ,3 ]
Wang, Yadong [1 ,3 ]
Feng, Weixing [2 ,3 ,5 ]
Wang, Xin [2 ,3 ,5 ]
Yang, Jack Y. [3 ]
Zhao, Yuming [1 ,2 ,3 ]
Wang, Yue [6 ]
Liu, Yunlong [2 ,3 ,4 ]
机构
[1] Harbin Inst Technol, Sch Comp Sci & Technol, Harbin 150001, Heilongjiang, Peoples R China
[2] Indiana Univ Sch Med, Dept Med, Div Biostat, Indianapolis, IN 46202 USA
[3] Indiana Univ Sch Med, Ctr Computat Biol & Bioinformat, Indianapolis, IN 46202 USA
[4] Indiana Univ Sch Med, Ctr Med Genom, Indianapolis, IN 46202 USA
[5] Harbin Engn Univ, Coll Automat, Harbin 150001, Heilongjiang, Peoples R China
[6] Indiana Univ Sch Med, Dept Surg, Indianapolis, IN 46202 USA
关键词
Prostate Cancer; Androgen Receptor; TRANSFAC Database; Identify Transcription Factor; Position Weight Matrice;
D O I
10.1186/1471-2164-9-S2-S22
中图分类号
Q81 [生物工程学(生物技术)]; Q93 [微生物学];
学科分类号
071005 ; 0836 ; 090102 ; 100705 ;
摘要
Background: Prostate cancer is one of the leading causes of cancer death in men. Androgen ablation, the most commonly-used therapy for progressive prostate cancer, is ineffective once the cancer cells become androgen-independent. The regulatory mechanisms that cause this transition (from androgen-dependent to androgen-independent) remain unknown. In this study, based on the microarray data comparing global gene expression patterns in the prostate tissue between androgen-dependent and -independent prostate cancer patients, we indentify a set of transcription factors and microRNAs that potentially cause such difference, using a model-based computational approach. Results: From 335 position weight matrices in the TRANSFAC database and 564 microRNAs in the microRNA registry, our model identify 5 transcription factors and 7 microRNAs to be potentially responsible for the level of androgen dependency. Of these transcription factors and microRNAs, the estimated function of all the 5 transcription factors are predicted to be inhibiting transcription in androgen-independent samples comparing with the dependent ones. Six out of 7 microRNAs, however, demonstrated stimulatory effects. We also find that the expression levels of three predicted transcription factors, including AP-1, STAT3 (signal transducers and activators of transcription 3), and DBP (albumin D-box) are significantly different between androgen-dependent and -independent patients. In addition, microRNA microarray data from other studies confirm that several predicted microRNAs, including miR-21, miR-135a, and miR-135b, demonstrate differential expression in prostate cancer cells, comparing with normal tissues. Conclusion: We present a model-based computational approach to identify transcription factors and microRNAs influencing the progression of androgen-dependent prostate cancer to androgen-independent prostate cancer. This result suggests that the capability of transcription factors to initiate transcription and microRNAs to facilitate mRNA degradation are both decreased in androgen-independent prostate cancer. The proposed model-based approach indicates that considering combinatorial effects of transcription factors and microRNAs in a unified model provides additional transcriptional and post-transcriptional regulatory mechanisms on global gene expression in the prostate cancer with different hormone-dependency.
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页数:12
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