Predicting selective drug targets in cancer through metabolic networks

被引:351
作者
Folger, Ori [1 ]
Jerby, Livnat [1 ]
Frezza, Christian [2 ]
Gottlieb, Eyal [2 ]
Ruppin, Eytan [1 ,3 ]
Shlomi, Tomer [4 ]
机构
[1] Tel Aviv Univ, Blavatnik Sch Comp Sci, IL-69978 Tel Aviv, Israel
[2] Beatson Inst Canc Res, Glasgow G61 1BD, Lanark, Scotland
[3] Tel Aviv Univ, Sackler Sch Med, IL-69978 Tel Aviv, Israel
[4] Technion Israel Inst Technol, Dept Comp Sci, IL-32000 Haifa, Israel
基金
以色列科学基金会;
关键词
cancer; metabolic; metabolism; modeling; selectivity; CELL; DISCOVERY; GENES; RECONSTRUCTION; CONSTRAINTS; PLASTICITY; MODELS; KINASE; GROWTH; ATLAS;
D O I
10.1038/msb.2011.35
中图分类号
Q5 [生物化学]; Q7 [分子生物学];
学科分类号
071010 ; 081704 ;
摘要
The interest in studying metabolic alterations in cancer and their potential role as novel targets for therapy has been rejuvenated in recent years. Here, we report the development of the first genomescale network model of cancer metabolism, validated by correctly identifying genes essential for cellular proliferation in cancer cell lines. The model predicts 52 cytostatic drug targets, of which 40% are targeted by known, approved or experimental anticancer drugs, and the rest are new. It further predicts combinations of synthetic lethal drug targets, whose synergy is validated using available drug efficacy and gene expression measurements across the NCI-60 cancer cell line collection. Finally, potential selective treatments for specific cancers that depend on cancer type-specific downregulation of gene expression and somatic mutations are compiled. Molecular Systems Biology 7: 501; published online 21 June 2011; doi:10.1038/msb.2011.35
引用
收藏
页数:10
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