Cargando…
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...
Autores principales: | , , |
---|---|
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 |
_version_ | 1784872365432242176 |
---|---|
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. |
format | Online Article Text |
id | pubmed-9851289 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Oxford University Press |
record_format | MEDLINE/PubMed |
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 |
work_keys_str_mv | AT koudijskarelkm validationoftranscriptomesignaturereversionfordrugrepurposinginoncology AT bohringerstefan validationoftranscriptomesignaturereversionfordrugrepurposinginoncology AT guchelaarhenkjan validationoftranscriptomesignaturereversionfordrugrepurposinginoncology |