Transcriptomics-Based Phenotypic Screening Supports Drug Discovery in Human Glioblastoma Cells

We have used three established human glioblastoma (GBM) cell lines—U87MG, A172, and T98G—as cellular systems to examine the plasticity of the drug-induced GBM cell phenotype, focusing on two clinical drugs, the phosphodiesterase PDE10A inhibitor Mardepodect and the multi-kinase inhibitor Regorafenib...

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Main Authors: Vladimir Shapovalov, Liliya Kopanitsa, Lavinia-Lorena Pruteanu, Graham Ladds, David S. Bailey
Format: Article
Language:English
Published: MDPI AG 2021-07-01
Series:Cancers
Subjects:
Online Access:https://www.mdpi.com/2072-6694/13/15/3780
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spelling doaj-25d60db69e2a41ec851920ce81aae61b2021-08-06T15:20:29ZengMDPI AGCancers2072-66942021-07-01133780378010.3390/cancers13153780Transcriptomics-Based Phenotypic Screening Supports Drug Discovery in Human Glioblastoma CellsVladimir Shapovalov0Liliya Kopanitsa1Lavinia-Lorena Pruteanu2Graham Ladds3David S. Bailey4IOTA Pharmaceuticals Ltd., St Johns Innovation Centre, Cowley Road, Cambridge CB4 0WS, UKIOTA Pharmaceuticals Ltd., St Johns Innovation Centre, Cowley Road, Cambridge CB4 0WS, UKIOTA Pharmaceuticals Ltd., St Johns Innovation Centre, Cowley Road, Cambridge CB4 0WS, UKDepartment of Pharmacology, University of Cambridge, Tennis Court Road, Cambridge CB2 1PD, UKIOTA Pharmaceuticals Ltd., St Johns Innovation Centre, Cowley Road, Cambridge CB4 0WS, UKWe have used three established human glioblastoma (GBM) cell lines—U87MG, A172, and T98G—as cellular systems to examine the plasticity of the drug-induced GBM cell phenotype, focusing on two clinical drugs, the phosphodiesterase PDE10A inhibitor Mardepodect and the multi-kinase inhibitor Regorafenib, using genome-wide drug-induced gene expression (DIGEX) to examine the drug response. Both drugs upregulate genes encoding specific growth factors, transcription factors, cellular signaling molecules, and cell surface proteins, while downregulating a broad range of targetable cell cycle and apoptosis-associated genes. A few upregulated genes encode therapeutic targets already addressed by FDA approved drugs, but the majority encode targets for which there are no approved drugs. Amongst the latter, we identify many novel druggable targets that could qualify for chemistry-led drug discovery campaigns. We also observe several highly upregulated transmembrane proteins suitable for combined drug, immunotherapy, and RNA vaccine approaches. DIGEX is a powerful way of visualizing the complex drug response networks emerging during GBM drug treatment, defining a phenotypic landscape which offers many new diagnostic and therapeutic opportunities. Nevertheless, the extreme heterogeneity we observe within drug-treated cells using this technique suggests that effective pan-GBM drug treatment will remain a significant challenge for many years to come.https://www.mdpi.com/2072-6694/13/15/3780glioblastomadrug-inducible gene expressionMardepodectRegorafenibdrug targetstumor antigens
collection DOAJ
language English
format Article
sources DOAJ
author Vladimir Shapovalov
Liliya Kopanitsa
Lavinia-Lorena Pruteanu
Graham Ladds
David S. Bailey
spellingShingle Vladimir Shapovalov
Liliya Kopanitsa
Lavinia-Lorena Pruteanu
Graham Ladds
David S. Bailey
Transcriptomics-Based Phenotypic Screening Supports Drug Discovery in Human Glioblastoma Cells
Cancers
glioblastoma
drug-inducible gene expression
Mardepodect
Regorafenib
drug targets
tumor antigens
author_facet Vladimir Shapovalov
Liliya Kopanitsa
Lavinia-Lorena Pruteanu
Graham Ladds
David S. Bailey
author_sort Vladimir Shapovalov
title Transcriptomics-Based Phenotypic Screening Supports Drug Discovery in Human Glioblastoma Cells
title_short Transcriptomics-Based Phenotypic Screening Supports Drug Discovery in Human Glioblastoma Cells
title_full Transcriptomics-Based Phenotypic Screening Supports Drug Discovery in Human Glioblastoma Cells
title_fullStr Transcriptomics-Based Phenotypic Screening Supports Drug Discovery in Human Glioblastoma Cells
title_full_unstemmed Transcriptomics-Based Phenotypic Screening Supports Drug Discovery in Human Glioblastoma Cells
title_sort transcriptomics-based phenotypic screening supports drug discovery in human glioblastoma cells
publisher MDPI AG
series Cancers
issn 2072-6694
publishDate 2021-07-01
description We have used three established human glioblastoma (GBM) cell lines—U87MG, A172, and T98G—as cellular systems to examine the plasticity of the drug-induced GBM cell phenotype, focusing on two clinical drugs, the phosphodiesterase PDE10A inhibitor Mardepodect and the multi-kinase inhibitor Regorafenib, using genome-wide drug-induced gene expression (DIGEX) to examine the drug response. Both drugs upregulate genes encoding specific growth factors, transcription factors, cellular signaling molecules, and cell surface proteins, while downregulating a broad range of targetable cell cycle and apoptosis-associated genes. A few upregulated genes encode therapeutic targets already addressed by FDA approved drugs, but the majority encode targets for which there are no approved drugs. Amongst the latter, we identify many novel druggable targets that could qualify for chemistry-led drug discovery campaigns. We also observe several highly upregulated transmembrane proteins suitable for combined drug, immunotherapy, and RNA vaccine approaches. DIGEX is a powerful way of visualizing the complex drug response networks emerging during GBM drug treatment, defining a phenotypic landscape which offers many new diagnostic and therapeutic opportunities. Nevertheless, the extreme heterogeneity we observe within drug-treated cells using this technique suggests that effective pan-GBM drug treatment will remain a significant challenge for many years to come.
topic glioblastoma
drug-inducible gene expression
Mardepodect
Regorafenib
drug targets
tumor antigens
url https://www.mdpi.com/2072-6694/13/15/3780
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AT grahamladds transcriptomicsbasedphenotypicscreeningsupportsdrugdiscoveryinhumanglioblastomacells
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