Master Regulators Connectivity Map: A Transcription Factors-Centered Approach to Drug Repositioning

Drug discovery is a very expensive and time-consuming endeavor. Fortunately, recent omics technologies and Systems Biology approaches introduced interesting new tools to achieve this task, facilitating the repurposing of already known drugs to new therapeutic assignments using gene expression data a...

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Published in:Frontiers in pharmacology Vol. 9; p. 697
Main Authors: De Bastiani, Marco A, Pfaffenseller, Bianca, Klamt, Fabio
Format: Journal Article
Language:English
Published: Switzerland Frontiers Media S.A 02-07-2018
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Abstract Drug discovery is a very expensive and time-consuming endeavor. Fortunately, recent omics technologies and Systems Biology approaches introduced interesting new tools to achieve this task, facilitating the repurposing of already known drugs to new therapeutic assignments using gene expression data and bioinformatics. The inherent role of transcription factors in gene expression modulation makes them strong candidates for master regulators of phenotypic transitions. However, transcription factors expression itself usually does not reflect its activity changes due to post-transcriptional modifications and other complications. In this aspect, the use of high-throughput transcriptomic data may be employed to infer transcription factors-targets interactions and assess their activity through co-expression networks, which can be further used to search for drugs capable of reverting the gene expression profile of pathological phenotypes employing the connectivity maps paradigm. Following this idea, we argue that a module-oriented connectivity map approach using transcription factors-centered networks would aid the query for new repositioning candidates. Through a brief case study, we explored this idea in bipolar disorder, retrieving known drugs used in the usual clinical scenario as well as new candidates with potential therapeutic application in this disease. Indeed, the results of the case study indicate just how promising our approach may be to drug repositioning.
AbstractList Drug discovery is a very expensive and time-consuming endeavor. Fortunately, recent omics technologies and Systems Biology approaches introduced interesting new tools to achieve this task, facilitating the repurposing of already known drugs to new therapeutic assignments using gene expression data and bioinformatics. The inherent role of transcription factors in gene expression modulation makes them strong candidates for master regulators of phenotypic transitions. However, transcription factors expression itself usually does not reflect its activity changes due to post-transcriptional modifications and other complications. In this aspect, the use of high-throughput transcriptomic data may be employed to infer transcription factors-targets interactions and assess their activity through co-expression networks, which can be further used to search for drugs capable of reverting the gene expression profile of pathological phenotypes employing the connectivity maps paradigm. Following this idea, we argue that a module-oriented connectivity map approach using transcription factors-centered networks would aid the query for new repositioning candidates. Through a brief case study, we explored this idea in bipolar disorder, retrieving known drugs used in the usual clinical scenario as well as new candidates with potential therapeutic application in this disease. Indeed, the results of the case study indicate just how promising our approach may be to drug repositioning.
Author Pfaffenseller, Bianca
Klamt, Fabio
De Bastiani, Marco A
AuthorAffiliation 2 National Institute of Science and Technology for Translational Medicine , Porto Alegre , Brazil
3 Laboratory of Molecular Psychiatry, Clinicas Hospital of Porto Alegre, Federal University of Rio Grande do Sul , Porto Alegre , Brazil
1 Laboratory of Cellular Biochemistry, Department of Biochemistry, Federal University of Rio Grande do Sul , Porto Alegre , Brazil
AuthorAffiliation_xml – name: 1 Laboratory of Cellular Biochemistry, Department of Biochemistry, Federal University of Rio Grande do Sul , Porto Alegre , Brazil
– name: 2 National Institute of Science and Technology for Translational Medicine , Porto Alegre , Brazil
– name: 3 Laboratory of Molecular Psychiatry, Clinicas Hospital of Porto Alegre, Federal University of Rio Grande do Sul , Porto Alegre , Brazil
Author_xml – sequence: 1
  givenname: Marco A
  surname: De Bastiani
  fullname: De Bastiani, Marco A
  organization: National Institute of Science and Technology for Translational Medicine, Porto Alegre, Brazil
– sequence: 2
  givenname: Bianca
  surname: Pfaffenseller
  fullname: Pfaffenseller, Bianca
  organization: Laboratory of Molecular Psychiatry, Clinicas Hospital of Porto Alegre, Federal University of Rio Grande do Sul, Porto Alegre, Brazil
– sequence: 3
  givenname: Fabio
  surname: Klamt
  fullname: Klamt, Fabio
  organization: National Institute of Science and Technology for Translational Medicine, Porto Alegre, Brazil
BackLink https://www.ncbi.nlm.nih.gov/pubmed/30034338$$D View this record in MEDLINE/PubMed
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Keywords computational drug repositioning
reverse engineering
connectivity map
master regulators
systems pharmacology
transcription factors
Language English
License This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
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Reviewed by: Ka-Chun Wong, City University of Hong Kong, Hong Kong; Rui Benfeitas, Science for Life Laboratory (SciLifeLab), Sweden; Alfredo Pulvirenti, Università degli Studi di Catania, Italy
This article was submitted to Experimental Pharmacology and Drug Discovery, a section of the journal Frontiers in Pharmacology
Edited by: Andres Trostchansky, Universidad de la República, Uruguay
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SubjectTerms computational drug repositioning
connectivity map
master regulators
Pharmacology
reverse engineering
systems pharmacology
transcription factors
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Title Master Regulators Connectivity Map: A Transcription Factors-Centered Approach to Drug Repositioning
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