Gene Expression-Based Chemical Genomics Identifies Potential Therapeutic Drugs in Hepatocellular Carcinoma

被引:64
作者
Chen, Ming-Huang [1 ]
Yang, Wu-Lung R. [2 ]
Lin, Kuan-Ting [3 ,4 ]
Liu, Chia-Hung [4 ,5 ]
Liu, Yu-Wen [1 ]
Huang, Kai-Wen [6 ,7 ]
Chang, Peter Mu-Hsin [1 ]
Lai, Jin-Mei [8 ]
Hsu, Chun-Nan [4 ,9 ]
Chao, Kun-Mao [2 ,5 ]
Kao, Cheng-Yan [2 ,5 ]
Huang, Chi-Ying F. [1 ,3 ,10 ]
机构
[1] Natl Yang Ming Univ, Inst Clin Med, Taipei 112, Taiwan
[2] Natl Taiwan Univ, Dept Comp Sci & Informat Engn, Taipei 10764, Taiwan
[3] Natl Yang Ming Univ, Inst Biomed Informat, Taipei 112, Taiwan
[4] Acad Sinica, Inst Informat Sci, Taipei, Taiwan
[5] Natl Taiwan Univ, Grad Inst Biomed Elect & Bioinformat, Taipei 10764, Taiwan
[6] Natl Taiwan Univ, Dept Surg, Natl Taiwan Univ Hosp, Taipei 10764, Taiwan
[7] Natl Taiwan Univ, Hepatitis Res Ctr, Natl Taiwan Univ Hosp, Taipei 10764, Taiwan
[8] Fu Jen Catholic Univ, Dept Life Sci, New Taipei City, Taiwan
[9] Univ So Calif, Inst Informat Sci, Marina Del Rey, CA 90292 USA
[10] Natl Yang Ming Univ, Inst Biopharmaceut Sci, Taipei 112, Taiwan
来源
PLOS ONE | 2011年 / 6卷 / 11期
关键词
INTERACTION NETWORK; TARGETED THERAPIES; SMALL MOLECULES; CANCER; GROWTH; CELLS; HEPATOMA; PHENOTHIAZINES; CHLORPROMAZINE; TRANSCRIPTION;
D O I
10.1371/journal.pone.0027186
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
Hepatocellular carcinoma (HCC) is an aggressive tumor with a poor prognosis. Currently, only sorafenib is approved by the FDA for advanced HCC treatment; therefore, there is an urgent need to discover candidate therapeutic drugs for HCC. We hypothesized that if a drug signature could reverse, at least in part, the gene expression signature of HCC, it might have the potential to inhibit HCC-related pathways and thereby treat HCC. To test this hypothesis, we first built an integrative platform, the "Encyclopedia of Hepatocellular Carcinoma genes Online 2", dubbed EHCO2, to systematically collect, organize and compare the publicly available data from HCC studies. The resulting collection includes a total of 4,020 genes. To systematically query the Connectivity Map (CMap), which includes 6,100 drug-mediated expression profiles, we further designed various gene signature selection and enrichment methods, including a randomization technique, majority vote, and clique analysis. Subsequently, 28 out of 50 prioritized drugs, including tanespimycin, trichostatin A, thioguanosine, and several anti-psychotic drugs with anti-tumor activities, were validated via MTT cell viability assays and clonogenic assays in HCC cell lines. To accelerate their future clinical use, possibly through drug-repurposing, we selected two well-established drugs to test in mice, chlorpromazine and trifluoperazine. Both drugs inhibited orthotopic liver tumor growth. In conclusion, we successfully discovered and validated existing drugs for potential HCC therapeutic use with the pipeline of Connectivity Map analysis and lab verification, thereby suggesting the usefulness of this procedure to accelerate drug repurposing for HCC treatment.
引用
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页数:10
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