Literature DB >> 22108825

A novel method of transcriptional response analysis to facilitate drug repositioning for cancer therapy.

Guangxu Jin1, Changhe Fu, Hong Zhao, Kemi Cui, Jenny Chang, Stephen T C Wong.   

Abstract

Little research has been done to address the huge opportunities that may exist to reposition existing approved or generic drugs for alternate uses in cancer therapy. In addition, there has been little work on strategies to reposition experimental cancer agents for testing in alternate settings that could shorten their clinical development time. Progress in each area has lagged, in part, because of the lack of systematic methods to define drug off-target effects (OTE) that might affect important cancer cell signaling pathways. In this study, we addressed this critical gap by developing an OTE-based method to repurpose drugs for cancer therapeutics, based on transcriptional responses made in cells before and after drug treatment. Specifically, we defined a new network component called cancer-signaling bridges (CSB) and integrated it with a Bayesian factor regression model (BFRM) to form a new hybrid method termed CSB-BFRM. Proof-of-concept studies were conducted in breast and prostate cancer cells and in promyelocytic leukemia cells. In each system, CSB-BFRM analysis could accurately predict clinical responses to more than 90% of drugs approved by the U.S. Food and Drug Administration and more than 75% of experimental clinical drugs that were tested. Mechanistic investigation of OTEs for several high-ranking drug-dose pairs suggested repositioning opportunities for cancer therapy, based on the ability to enforce retinoblastoma-dependent repression of important E2F-dependent cell-cycle genes. Together, our findings establish new methods to identify opportunities for drug repositioning or to elucidate the mechanisms of action of repositioned drugs. ©2011 AACR.

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Year:  2011        PMID: 22108825      PMCID: PMC3251651          DOI: 10.1158/0008-5472.CAN-11-2333

Source DB:  PubMed          Journal:  Cancer Res        ISSN: 0008-5472            Impact factor:   12.701


  32 in total

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2.  Network motifs in the transcriptional regulation network of Escherichia coli.

Authors:  Shai S Shen-Orr; Ron Milo; Shmoolik Mangan; Uri Alon
Journal:  Nat Genet       Date:  2002-04-22       Impact factor: 38.330

Review 3.  Selective estrogen-receptor modulators -- mechanisms of action and application to clinical practice.

Authors:  B Lawrence Riggs; Lynn C Hartmann
Journal:  N Engl J Med       Date:  2003-02-13       Impact factor: 91.245

4.  Network motifs: simple building blocks of complex networks.

Authors:  R Milo; S Shen-Orr; S Itzkovitz; N Kashtan; D Chklovskii; U Alon
Journal:  Science       Date:  2002-10-25       Impact factor: 47.728

Review 5.  Chemical database techniques in drug discovery.

Authors:  Mitchell A Miller
Journal:  Nat Rev Drug Discov       Date:  2002-03       Impact factor: 84.694

6.  DIP, the Database of Interacting Proteins: a research tool for studying cellular networks of protein interactions.

Authors:  Ioannis Xenarios; Lukasz Salwínski; Xiaoqun Joyce Duan; Patrick Higney; Sul-Min Kim; David Eisenberg
Journal:  Nucleic Acids Res       Date:  2002-01-01       Impact factor: 16.971

7.  Response of primed human PBMC to synthetic peptides derived from hepatitis B virus envelope proteins: a search for promiscuous epitopes.

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Journal:  FEMS Immunol Med Microbiol       Date:  2003-01-21

8.  Discovery and preclinical validation of drug indications using compendia of public gene expression data.

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Review 9.  The RB and p53 pathways in cancer.

Authors:  Charles J Sherr; Frank McCormick
Journal:  Cancer Cell       Date:  2002-08       Impact factor: 31.743

10.  Online Mendelian Inheritance in Man (OMIM), a knowledgebase of human genes and genetic disorders.

Authors:  Ada Hamosh; Alan F Scott; Joanna S Amberger; Carol A Bocchini; Victor A McKusick
Journal:  Nucleic Acids Res       Date:  2005-01-01       Impact factor: 16.971

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  34 in total

1.  A Systems Pharmacology Approach Uncovers Wogonoside as an Angiogenesis Inhibitor of Triple-Negative Breast Cancer by Targeting Hedgehog Signaling.

Authors:  Yujie Huang; Jiansong Fang; Weiqiang Lu; Zihao Wang; Qi Wang; Yuan Hou; Xingwu Jiang; Ofer Reizes; Justin Lathia; Ruth Nussinov; Charis Eng; Feixiong Cheng
Journal:  Cell Chem Biol       Date:  2019-06-06       Impact factor: 8.116

Review 2.  A survey of current trends in computational drug repositioning.

Authors:  Jiao Li; Si Zheng; Bin Chen; Atul J Butte; S Joshua Swamidass; Zhiyong Lu
Journal:  Brief Bioinform       Date:  2015-03-31       Impact factor: 11.622

Review 3.  Structure and dynamics of molecular networks: a novel paradigm of drug discovery: a comprehensive review.

Authors:  Peter Csermely; Tamás Korcsmáros; Huba J M Kiss; Gábor London; Ruth Nussinov
Journal:  Pharmacol Ther       Date:  2013-02-04       Impact factor: 12.310

4.  DrugMap Central: an on-line query and visualization tool to facilitate drug repositioning studies.

Authors:  Changhe Fu; Guangxu Jin; Junfeng Gao; Rui Zhu; Efren Ballesteros-Villagrana; Stephen T C Wong
Journal:  Bioinformatics       Date:  2013-05-15       Impact factor: 6.937

5.  Integrative network modeling approaches to personalized cancer medicine.

Authors:  Brian A Kidd; Ben P Readhead; Caroline Eden; Samir Parekh; Joel T Dudley
Journal:  Per Med       Date:  2015-06-01       Impact factor: 2.512

6.  Novel modeling of cancer cell signaling pathways enables systematic drug repositioning for distinct breast cancer metastases.

Authors:  Hong Zhao; Guangxu Jin; Kemi Cui; Ding Ren; Timothy Liu; Peikai Chen; Solomon Wong; Fuhai Li; Yubo Fan; Angel Rodriguez; Jenny Chang; Stephen T C Wong
Journal:  Cancer Res       Date:  2013-10-04       Impact factor: 12.701

7.  Systems biology-based drug repositioning identifies digoxin as a potential therapy for groups 3 and 4 medulloblastoma.

Authors:  Lei Huang; Sarah Garrett Injac; Kemi Cui; Frank Braun; Qi Lin; Yuchen Du; Huiyuan Zhang; Mari Kogiso; Holly Lindsay; Sibo Zhao; Patricia Baxter; Adesina Adekunle; Tsz-Kwong Man; Hong Zhao; Xiao-Nan Li; Ching C Lau; Stephen T C Wong
Journal:  Sci Transl Med       Date:  2018-10-24       Impact factor: 17.956

8.  Chloroquine eliminates cancer stem cells through deregulation of Jak2 and DNMT1.

Authors:  Dong Soon Choi; Elvin Blanco; Yoo-Shin Kim; Angel A Rodriguez; Hong Zhao; Tim Hui-Ming Huang; Chun-Liang Chen; Guangxu Jin; Melissa D Landis; Lacey A Burey; Wei Qian; Sergio M Granados; Bhuvanesh Dave; Helen H Wong; Mauro Ferrari; Stephen T C Wong; Jenny C Chang
Journal:  Stem Cells       Date:  2014-09       Impact factor: 6.277

Review 9.  Toward better drug repositioning: prioritizing and integrating existing methods into efficient pipelines.

Authors:  Guangxu Jin; Stephen T C Wong
Journal:  Drug Discov Today       Date:  2013-11-14       Impact factor: 7.851

10.  Drug repositioning framework by incorporating functional information.

Authors:  Zikai Wu; Yong Wang; Luonan Chen
Journal:  IET Syst Biol       Date:  2013-10       Impact factor: 1.615

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