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Correlating chemical sensitivity and basal gene expression reveals mechanism of action

Changes in cellular gene expression in response to small-molecule or genetic perturbations have yielded signatures that can connect unknown mechanisms of action (MoA) to ones previously established. We hypothesized that differential basal gene expression could be correlated with patterns of small-mo...

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Autores principales: Rees, Matthew G., Seashore-Ludlow, Brinton, Cheah, Jaime H., Adams, Drew J., Price, Edmund V., Gill, Shubhroz, Javaid, Sarah, Coletti, Matthew E., Jones, Victor L., Bodycombe, Nicole E., Soule, Christian K., Alexander, Benjamin, Li, Ava, Montgomery, Philip, Kotz, Joanne D., Hon, C. Suk-Yee, Munoz, Benito, Liefeld, Ted, Dančík, Vlado, Haber, Daniel A., Clish, Clary B., Bittker, Joshua A., Palmer, Michelle, Wagner, Bridget K., Clemons, Paul A., Shamji, Alykhan F., Schreiber, Stuart L.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: 2015
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4718762/
https://www.ncbi.nlm.nih.gov/pubmed/26656090
http://dx.doi.org/10.1038/nchembio.1986
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author Rees, Matthew G.
Seashore-Ludlow, Brinton
Cheah, Jaime H.
Adams, Drew J.
Price, Edmund V.
Gill, Shubhroz
Javaid, Sarah
Coletti, Matthew E.
Jones, Victor L.
Bodycombe, Nicole E.
Soule, Christian K.
Alexander, Benjamin
Li, Ava
Montgomery, Philip
Kotz, Joanne D.
Hon, C. Suk-Yee
Munoz, Benito
Liefeld, Ted
Dančík, Vlado
Haber, Daniel A.
Clish, Clary B.
Bittker, Joshua A.
Palmer, Michelle
Wagner, Bridget K.
Clemons, Paul A.
Shamji, Alykhan F.
Schreiber, Stuart L.
author_facet Rees, Matthew G.
Seashore-Ludlow, Brinton
Cheah, Jaime H.
Adams, Drew J.
Price, Edmund V.
Gill, Shubhroz
Javaid, Sarah
Coletti, Matthew E.
Jones, Victor L.
Bodycombe, Nicole E.
Soule, Christian K.
Alexander, Benjamin
Li, Ava
Montgomery, Philip
Kotz, Joanne D.
Hon, C. Suk-Yee
Munoz, Benito
Liefeld, Ted
Dančík, Vlado
Haber, Daniel A.
Clish, Clary B.
Bittker, Joshua A.
Palmer, Michelle
Wagner, Bridget K.
Clemons, Paul A.
Shamji, Alykhan F.
Schreiber, Stuart L.
author_sort Rees, Matthew G.
collection PubMed
description Changes in cellular gene expression in response to small-molecule or genetic perturbations have yielded signatures that can connect unknown mechanisms of action (MoA) to ones previously established. We hypothesized that differential basal gene expression could be correlated with patterns of small-molecule sensitivity across many cell lines to illuminate the actions of compounds whose MoA are unknown. To test this idea, we correlated the sensitivity patterns of 481 compounds with ~19,000 basal transcript levels across 823 different human cancer cell lines and identified selective outlier transcripts. This process yielded many novel mechanistic insights, including the identification of activation mechanisms, cellular transporters, and direct protein targets. We found that ML239, originally identified in a phenotypic screen for selective cytotoxicity in breast cancer stem-like cells, most likely acts through activation of fatty acid desaturase 2 (FADS2). These data and analytical tools are available to the research community through the Cancer Therapeutics Response Portal.
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spelling pubmed-47187622016-06-14 Correlating chemical sensitivity and basal gene expression reveals mechanism of action Rees, Matthew G. Seashore-Ludlow, Brinton Cheah, Jaime H. Adams, Drew J. Price, Edmund V. Gill, Shubhroz Javaid, Sarah Coletti, Matthew E. Jones, Victor L. Bodycombe, Nicole E. Soule, Christian K. Alexander, Benjamin Li, Ava Montgomery, Philip Kotz, Joanne D. Hon, C. Suk-Yee Munoz, Benito Liefeld, Ted Dančík, Vlado Haber, Daniel A. Clish, Clary B. Bittker, Joshua A. Palmer, Michelle Wagner, Bridget K. Clemons, Paul A. Shamji, Alykhan F. Schreiber, Stuart L. Nat Chem Biol Article Changes in cellular gene expression in response to small-molecule or genetic perturbations have yielded signatures that can connect unknown mechanisms of action (MoA) to ones previously established. We hypothesized that differential basal gene expression could be correlated with patterns of small-molecule sensitivity across many cell lines to illuminate the actions of compounds whose MoA are unknown. To test this idea, we correlated the sensitivity patterns of 481 compounds with ~19,000 basal transcript levels across 823 different human cancer cell lines and identified selective outlier transcripts. This process yielded many novel mechanistic insights, including the identification of activation mechanisms, cellular transporters, and direct protein targets. We found that ML239, originally identified in a phenotypic screen for selective cytotoxicity in breast cancer stem-like cells, most likely acts through activation of fatty acid desaturase 2 (FADS2). These data and analytical tools are available to the research community through the Cancer Therapeutics Response Portal. 2015-12-14 2016-02 /pmc/articles/PMC4718762/ /pubmed/26656090 http://dx.doi.org/10.1038/nchembio.1986 Text en Users may view, print, copy, and download text and data-mine the content in such documents, for the purposes of academic research, subject always to the full Conditions of use: http://www.nature.com/authors/editorial_policies/license.html#terms
spellingShingle Article
Rees, Matthew G.
Seashore-Ludlow, Brinton
Cheah, Jaime H.
Adams, Drew J.
Price, Edmund V.
Gill, Shubhroz
Javaid, Sarah
Coletti, Matthew E.
Jones, Victor L.
Bodycombe, Nicole E.
Soule, Christian K.
Alexander, Benjamin
Li, Ava
Montgomery, Philip
Kotz, Joanne D.
Hon, C. Suk-Yee
Munoz, Benito
Liefeld, Ted
Dančík, Vlado
Haber, Daniel A.
Clish, Clary B.
Bittker, Joshua A.
Palmer, Michelle
Wagner, Bridget K.
Clemons, Paul A.
Shamji, Alykhan F.
Schreiber, Stuart L.
Correlating chemical sensitivity and basal gene expression reveals mechanism of action
title Correlating chemical sensitivity and basal gene expression reveals mechanism of action
title_full Correlating chemical sensitivity and basal gene expression reveals mechanism of action
title_fullStr Correlating chemical sensitivity and basal gene expression reveals mechanism of action
title_full_unstemmed Correlating chemical sensitivity and basal gene expression reveals mechanism of action
title_short Correlating chemical sensitivity and basal gene expression reveals mechanism of action
title_sort correlating chemical sensitivity and basal gene expression reveals mechanism of action
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4718762/
https://www.ncbi.nlm.nih.gov/pubmed/26656090
http://dx.doi.org/10.1038/nchembio.1986
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