Cargando…

The impact of estimated tumour purity on gene expression-based drug repositioning of Clear Cell Renal Cell Carcinoma samples

To find new potentially therapeutic drugs against clear cell Renal Cell Carcinoma (ccRCC), within drugs currently prescribed for other diseases (drug repositioning), we previously searched for drugs which are expected to bring the gene expression of 500 + ccRCC samples from The Cancer Genome Atlas c...

Descripción completa

Detalles Bibliográficos
Autores principales: Koudijs, Karel K. M., Terwisscha van Scheltinga, Anton G. T., Böhringer, Stefan, Schimmel, Kirsten J. M., Guchelaar, Henk-Jan
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6385172/
https://www.ncbi.nlm.nih.gov/pubmed/30792476
http://dx.doi.org/10.1038/s41598-019-39891-y
_version_ 1783397142484746240
author Koudijs, Karel K. M.
Terwisscha van Scheltinga, Anton G. T.
Böhringer, Stefan
Schimmel, Kirsten J. M.
Guchelaar, Henk-Jan
author_facet Koudijs, Karel K. M.
Terwisscha van Scheltinga, Anton G. T.
Böhringer, Stefan
Schimmel, Kirsten J. M.
Guchelaar, Henk-Jan
author_sort Koudijs, Karel K. M.
collection PubMed
description To find new potentially therapeutic drugs against clear cell Renal Cell Carcinoma (ccRCC), within drugs currently prescribed for other diseases (drug repositioning), we previously searched for drugs which are expected to bring the gene expression of 500 + ccRCC samples from The Cancer Genome Atlas closer to that of healthy kidney tissue samples. An inherent limitation of this bulk RNA-seq data is that tumour samples consist of a varying mixture of cancerous and non-cancerous cells, which influences differential gene expression analyses. Here, we investigate whether the drug repositioning candidates are expected to target the genes dysregulated in ccRCC cells by studying the association with tumour purity. When all ccRCC samples are analysed together, the drug repositioning potential of identified drugs start decreasing above 80% estimated tumour purity. Because ccRCC is a highly vascular tumour, attributed to frequent loss of VHL function and subsequent activation of Hypoxia-Inducible Factor (HIF), we stratified the samples by observed activation of the HIF-pathway. After stratification, the association between estimated tumour purity and drug repositioning potential disappears for HIF-activated samples. This result suggests that the identified drug repositioning candidates specifically target the genes expressed by HIF-activated ccRCC tumour cells, instead of genes expressed by other cell types part of the tumour micro-environment.
format Online
Article
Text
id pubmed-6385172
institution National Center for Biotechnology Information
language English
publishDate 2019
publisher Nature Publishing Group UK
record_format MEDLINE/PubMed
spelling pubmed-63851722019-02-26 The impact of estimated tumour purity on gene expression-based drug repositioning of Clear Cell Renal Cell Carcinoma samples Koudijs, Karel K. M. Terwisscha van Scheltinga, Anton G. T. Böhringer, Stefan Schimmel, Kirsten J. M. Guchelaar, Henk-Jan Sci Rep Article To find new potentially therapeutic drugs against clear cell Renal Cell Carcinoma (ccRCC), within drugs currently prescribed for other diseases (drug repositioning), we previously searched for drugs which are expected to bring the gene expression of 500 + ccRCC samples from The Cancer Genome Atlas closer to that of healthy kidney tissue samples. An inherent limitation of this bulk RNA-seq data is that tumour samples consist of a varying mixture of cancerous and non-cancerous cells, which influences differential gene expression analyses. Here, we investigate whether the drug repositioning candidates are expected to target the genes dysregulated in ccRCC cells by studying the association with tumour purity. When all ccRCC samples are analysed together, the drug repositioning potential of identified drugs start decreasing above 80% estimated tumour purity. Because ccRCC is a highly vascular tumour, attributed to frequent loss of VHL function and subsequent activation of Hypoxia-Inducible Factor (HIF), we stratified the samples by observed activation of the HIF-pathway. After stratification, the association between estimated tumour purity and drug repositioning potential disappears for HIF-activated samples. This result suggests that the identified drug repositioning candidates specifically target the genes expressed by HIF-activated ccRCC tumour cells, instead of genes expressed by other cell types part of the tumour micro-environment. Nature Publishing Group UK 2019-02-21 /pmc/articles/PMC6385172/ /pubmed/30792476 http://dx.doi.org/10.1038/s41598-019-39891-y Text en © The Author(s) 2019 Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/.
spellingShingle Article
Koudijs, Karel K. M.
Terwisscha van Scheltinga, Anton G. T.
Böhringer, Stefan
Schimmel, Kirsten J. M.
Guchelaar, Henk-Jan
The impact of estimated tumour purity on gene expression-based drug repositioning of Clear Cell Renal Cell Carcinoma samples
title The impact of estimated tumour purity on gene expression-based drug repositioning of Clear Cell Renal Cell Carcinoma samples
title_full The impact of estimated tumour purity on gene expression-based drug repositioning of Clear Cell Renal Cell Carcinoma samples
title_fullStr The impact of estimated tumour purity on gene expression-based drug repositioning of Clear Cell Renal Cell Carcinoma samples
title_full_unstemmed The impact of estimated tumour purity on gene expression-based drug repositioning of Clear Cell Renal Cell Carcinoma samples
title_short The impact of estimated tumour purity on gene expression-based drug repositioning of Clear Cell Renal Cell Carcinoma samples
title_sort impact of estimated tumour purity on gene expression-based drug repositioning of clear cell renal cell carcinoma samples
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6385172/
https://www.ncbi.nlm.nih.gov/pubmed/30792476
http://dx.doi.org/10.1038/s41598-019-39891-y
work_keys_str_mv AT koudijskarelkm theimpactofestimatedtumourpurityongeneexpressionbaseddrugrepositioningofclearcellrenalcellcarcinomasamples
AT terwisschavanscheltingaantongt theimpactofestimatedtumourpurityongeneexpressionbaseddrugrepositioningofclearcellrenalcellcarcinomasamples
AT bohringerstefan theimpactofestimatedtumourpurityongeneexpressionbaseddrugrepositioningofclearcellrenalcellcarcinomasamples
AT schimmelkirstenjm theimpactofestimatedtumourpurityongeneexpressionbaseddrugrepositioningofclearcellrenalcellcarcinomasamples
AT guchelaarhenkjan theimpactofestimatedtumourpurityongeneexpressionbaseddrugrepositioningofclearcellrenalcellcarcinomasamples
AT koudijskarelkm impactofestimatedtumourpurityongeneexpressionbaseddrugrepositioningofclearcellrenalcellcarcinomasamples
AT terwisschavanscheltingaantongt impactofestimatedtumourpurityongeneexpressionbaseddrugrepositioningofclearcellrenalcellcarcinomasamples
AT bohringerstefan impactofestimatedtumourpurityongeneexpressionbaseddrugrepositioningofclearcellrenalcellcarcinomasamples
AT schimmelkirstenjm impactofestimatedtumourpurityongeneexpressionbaseddrugrepositioningofclearcellrenalcellcarcinomasamples
AT guchelaarhenkjan impactofestimatedtumourpurityongeneexpressionbaseddrugrepositioningofclearcellrenalcellcarcinomasamples