Reversal of cancer gene expression correlates with drug efficacy and reveals therapeutic targets

被引:117
作者
Chen, Bin [1 ]
Ma, Li [2 ]
Paik, Hyojung [1 ,3 ]
Sirota, Marina [1 ]
Wei, Wei [2 ]
Chua, Mei-Sze [2 ]
So, Samuel [2 ]
Butte, Atul J. [1 ]
机构
[1] Univ Calif San Francisco, Inst Computat Hlth Sci, Dept Pediat, 550 16th St, San Francisco, CA 94143 USA
[2] Stanford Univ, Sch Med, Dept Surg, Asian Liver Ctr, 1201 Welch Rd, Stanford, CA 94305 USA
[3] Korea Inst Sci & Technol Informat, Biomed HPC Technol Res Ctr, 245 Daehak Ro, Daejeon 34141, South Korea
基金
美国国家卫生研究院;
关键词
PYRVINIUM TARGETS; CELL-LINES; HEPATOCELLULAR-CARCINOMA; CONNECTIVITY MAP; SIGNATURES; DISCOVERY; GROWTH; SENSITIVITY; INHIBITION; CHALLENGES;
D O I
10.1038/ncomms16022
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 decreasing cost of genomic technologies has enabled the molecular characterization of large-scale clinical disease samples and of molecular changes upon drug treatment in various disease models. Exploring methods to relate diseases to potentially efficacious drugs through various molecular features is critically important in the discovery of new therapeutics. Here we show that the potency of a drug to reverse cancer-associated gene expression changes positively correlates with that drug's efficacy in preclinical models of breast, liver and colon cancers. Using a systems-based approach, we predict four compounds showing high potency to reverse gene expression in liver cancer and validate that all four compounds are effective in five liver cancer cell lines. The in vivo efficacy of pyrvinium pamoate is further confirmed in a subcutaneous xenograft model. In conclusion, this systems-based approach may be complementary to the traditional target-based approach in connecting diseases to potentially efficacious drugs.
引用
收藏
页数:12
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