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Validation of transcriptome signature reversion for drug repurposing in oncology

Transcriptome signature reversion (TSR) has been extensively proposed and used to discover new indications for existing drugs (i.e. drug repositioning, drug repurposing) for various cancer types. TSR relies on the assumption that a drug that can revert gene expression changes induced by a disease ba...

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Autores principales: Koudijs, Karel K M, Böhringer, Stefan, Guchelaar, Henk-Jan
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Oxford University Press 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9851289/
https://www.ncbi.nlm.nih.gov/pubmed/36445193
http://dx.doi.org/10.1093/bib/bbac490
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author Koudijs, Karel K M
Böhringer, Stefan
Guchelaar, Henk-Jan
author_facet Koudijs, Karel K M
Böhringer, Stefan
Guchelaar, Henk-Jan
author_sort Koudijs, Karel K M
collection PubMed
description Transcriptome signature reversion (TSR) has been extensively proposed and used to discover new indications for existing drugs (i.e. drug repositioning, drug repurposing) for various cancer types. TSR relies on the assumption that a drug that can revert gene expression changes induced by a disease back to original, i.e. healthy, levels is likely to be therapeutically active in treating the disease. Here, we aimed to validate the concept of TSR using the PRISM repurposing data set, which is—as of writing—the largest pharmacogenomic data set. The predictive utility of the TSR approach as it has currently been used appears to be much lower than previously reported and is completely nullified after the drug gene expression signatures are adjusted for the general anti-proliferative downstream effects of drug-induced decreased cell viability. Therefore, TSR mainly relies on generic anti-proliferative drug effects rather than on targeting cancer pathways specifically upregulated in tumor types.
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spelling pubmed-98512892023-01-20 Validation of transcriptome signature reversion for drug repurposing in oncology Koudijs, Karel K M Böhringer, Stefan Guchelaar, Henk-Jan Brief Bioinform Problem Solving Protocol Transcriptome signature reversion (TSR) has been extensively proposed and used to discover new indications for existing drugs (i.e. drug repositioning, drug repurposing) for various cancer types. TSR relies on the assumption that a drug that can revert gene expression changes induced by a disease back to original, i.e. healthy, levels is likely to be therapeutically active in treating the disease. Here, we aimed to validate the concept of TSR using the PRISM repurposing data set, which is—as of writing—the largest pharmacogenomic data set. The predictive utility of the TSR approach as it has currently been used appears to be much lower than previously reported and is completely nullified after the drug gene expression signatures are adjusted for the general anti-proliferative downstream effects of drug-induced decreased cell viability. Therefore, TSR mainly relies on generic anti-proliferative drug effects rather than on targeting cancer pathways specifically upregulated in tumor types. Oxford University Press 2022-11-29 /pmc/articles/PMC9851289/ /pubmed/36445193 http://dx.doi.org/10.1093/bib/bbac490 Text en © The Author(s) 2022. Published by Oxford University Press. https://creativecommons.org/licenses/by/4.0/This is an Open Access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/), which permits unrestricted reuse, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Problem Solving Protocol
Koudijs, Karel K M
Böhringer, Stefan
Guchelaar, Henk-Jan
Validation of transcriptome signature reversion for drug repurposing in oncology
title Validation of transcriptome signature reversion for drug repurposing in oncology
title_full Validation of transcriptome signature reversion for drug repurposing in oncology
title_fullStr Validation of transcriptome signature reversion for drug repurposing in oncology
title_full_unstemmed Validation of transcriptome signature reversion for drug repurposing in oncology
title_short Validation of transcriptome signature reversion for drug repurposing in oncology
title_sort validation of transcriptome signature reversion for drug repurposing in oncology
topic Problem Solving Protocol
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9851289/
https://www.ncbi.nlm.nih.gov/pubmed/36445193
http://dx.doi.org/10.1093/bib/bbac490
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