Pathway-Based Drug Repositioning for Cancers: Computational Prediction and Experimental Validation

被引:24
作者
Iwata, Michio [1 ]
Hirose, Lisa [2 ]
Kohara, Hiroshi [2 ,3 ]
Liao, Jiyuan [2 ,3 ]
Sawada, Ryusuke [4 ]
Akiyoshi, Sayaka [4 ]
Tani, Kenzaburo [2 ,5 ]
Yamanishi, Yoshihiro [1 ,6 ]
机构
[1] Kyushu Inst Technol, Dept Biosci & Bioinformat, Fac Comp Sci & Syst Engn, 680-4 Kawazu, Iizuka, Fukuoka 8208502, Japan
[2] Univ Tokyo, Inst Med Sci, Project Div ALA Adv Med Res, Minato Ku, 4-6-1 Shirokanedai, Tokyo 1088639, Japan
[3] Kyushu Univ, Med Inst Bioregulat, Dept Mol Genet, Div Mol & Clin Genet,Higashi Ku, 3-1-1 Maidashi, Fukuoka, Fukuoka 8128582, Japan
[4] Kyushu Univ, Med Inst Bioregulat, Higashi Ku, 3-1-1 Maidashi, Fukuoka, Fukuoka 8128582, Japan
[5] Kyushu Univ, Med Inst Bioregulat, Div Mol Design, Res Ctr Syst Immunol,Higashi Ku, 3-1-1 Maidashi, Fukuoka, Fukuoka 8128582, Japan
[6] Japan Sci & Technol Agcy, PRESTO, Kawaguchi, Saitama 3320012, Japan
关键词
GENE-EXPRESSION; COLORECTAL-CANCER; CONNECTIVITY MAP; PROSTATE-CANCER; NETWORK; IDENTIFICATION; DISCOVERY; APOPTOSIS; DATABASE; CELLS;
D O I
10.1021/acs.jmedchem.8b01044
中图分类号
R914 [药物化学];
学科分类号
100701 ;
摘要
Developing drugs with anticancer activity and low toxic side-effects at low costs is a challenging issue for cancer chemotherapy. In this work, we propose to use molecular pathways as the therapeutic targets and develop a novel computational approach for drug repositioning for cancer treatment. We analyzed chemically induced gene expression data of 1112 drugs on 66 human cell lines and searched for drugs that inactivate pathways involved in the growth of cancer cells (cell cycle) and activate pathways that contribute to the death of cancer cells (e.g., apoptosis and p53 signaling). Finally, we performed a large-scale prediction of potential anticancer effects for all the drugs and experimentally validated the prediction results via three in vitro cellular assays that evaluate cell viability, cytotoxicity, and apoptosis induction. Using this strategy, we successfully identified several potential anticancer drugs. The proposed pathway-based method has great potential to improve drug repositioning research for cancer treatment.
引用
收藏
页码:9583 / 9595
页数:13
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