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Single‐cell sequencing maps gene expression to mutational phylogenies in PDGF‐ and EGF‐driven gliomas

Glioblastoma multiforme (GBM) is the most common and aggressive type of primary brain tumor. Epidermal growth factor (EGF) and platelet‐derived growth factor (PDGF) receptors are frequently amplified and/or possess gain‐of‐function mutations in GBM. However, clinical trials of tyrosine‐kinase inhibi...

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Autores principales: Müller, Sören, Liu, Siyuan John, Di Lullo, Elizabeth, Malatesta, Martina, Pollen, Alex A, Nowakowski, Tomasz J, Kohanbash, Gary, Aghi, Manish, Kriegstein, Arnold R, Lim, Daniel A, Diaz, Aaron
Formato: Online Artículo Texto
Lenguaje:English
Publicado: John Wiley and Sons Inc. 2016
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5147052/
https://www.ncbi.nlm.nih.gov/pubmed/27888226
http://dx.doi.org/10.15252/msb.20166969
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author Müller, Sören
Liu, Siyuan John
Di Lullo, Elizabeth
Malatesta, Martina
Pollen, Alex A
Nowakowski, Tomasz J
Kohanbash, Gary
Aghi, Manish
Kriegstein, Arnold R
Lim, Daniel A
Diaz, Aaron
author_facet Müller, Sören
Liu, Siyuan John
Di Lullo, Elizabeth
Malatesta, Martina
Pollen, Alex A
Nowakowski, Tomasz J
Kohanbash, Gary
Aghi, Manish
Kriegstein, Arnold R
Lim, Daniel A
Diaz, Aaron
author_sort Müller, Sören
collection PubMed
description Glioblastoma multiforme (GBM) is the most common and aggressive type of primary brain tumor. Epidermal growth factor (EGF) and platelet‐derived growth factor (PDGF) receptors are frequently amplified and/or possess gain‐of‐function mutations in GBM. However, clinical trials of tyrosine‐kinase inhibitors have shown disappointing efficacy, in part due to intra‐tumor heterogeneity. To assess the effect of clonal heterogeneity on gene expression, we derived an approach to map single‐cell expression profiles to sequentially acquired mutations identified from exome sequencing. Using 288 single cells, we constructed high‐resolution phylogenies of EGF‐driven and PDGF‐driven GBMs, modeling transcriptional kinetics during tumor evolution. Descending the phylogenetic tree of a PDGF‐driven tumor corresponded to a progressive induction of an oligodendrocyte progenitor‐like cell type, expressing pro‐angiogenic factors. In contrast, phylogenetic analysis of an EGFR‐amplified tumor showed an up‐regulation of pro‐invasive genes. An in‐frame deletion in a specific dimerization domain of PDGF receptor correlates with an up‐regulation of growth pathways in a proneural GBM and enhances proliferation when ectopically expressed in glioma cell lines. In‐frame deletions in this domain are frequent in public GBM data.
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spelling pubmed-51470522016-12-12 Single‐cell sequencing maps gene expression to mutational phylogenies in PDGF‐ and EGF‐driven gliomas Müller, Sören Liu, Siyuan John Di Lullo, Elizabeth Malatesta, Martina Pollen, Alex A Nowakowski, Tomasz J Kohanbash, Gary Aghi, Manish Kriegstein, Arnold R Lim, Daniel A Diaz, Aaron Mol Syst Biol Articles Glioblastoma multiforme (GBM) is the most common and aggressive type of primary brain tumor. Epidermal growth factor (EGF) and platelet‐derived growth factor (PDGF) receptors are frequently amplified and/or possess gain‐of‐function mutations in GBM. However, clinical trials of tyrosine‐kinase inhibitors have shown disappointing efficacy, in part due to intra‐tumor heterogeneity. To assess the effect of clonal heterogeneity on gene expression, we derived an approach to map single‐cell expression profiles to sequentially acquired mutations identified from exome sequencing. Using 288 single cells, we constructed high‐resolution phylogenies of EGF‐driven and PDGF‐driven GBMs, modeling transcriptional kinetics during tumor evolution. Descending the phylogenetic tree of a PDGF‐driven tumor corresponded to a progressive induction of an oligodendrocyte progenitor‐like cell type, expressing pro‐angiogenic factors. In contrast, phylogenetic analysis of an EGFR‐amplified tumor showed an up‐regulation of pro‐invasive genes. An in‐frame deletion in a specific dimerization domain of PDGF receptor correlates with an up‐regulation of growth pathways in a proneural GBM and enhances proliferation when ectopically expressed in glioma cell lines. In‐frame deletions in this domain are frequent in public GBM data. John Wiley and Sons Inc. 2016-11-25 /pmc/articles/PMC5147052/ /pubmed/27888226 http://dx.doi.org/10.15252/msb.20166969 Text en © 2016 The Authors. Published under the terms of the CC BY 4.0 license This is an open access article under the terms of the Creative Commons Attribution 4.0 (http://creativecommons.org/licenses/by/4.0/) License, which permits use, distribution and reproduction in any medium, provided the original work is properly cited.
spellingShingle Articles
Müller, Sören
Liu, Siyuan John
Di Lullo, Elizabeth
Malatesta, Martina
Pollen, Alex A
Nowakowski, Tomasz J
Kohanbash, Gary
Aghi, Manish
Kriegstein, Arnold R
Lim, Daniel A
Diaz, Aaron
Single‐cell sequencing maps gene expression to mutational phylogenies in PDGF‐ and EGF‐driven gliomas
title Single‐cell sequencing maps gene expression to mutational phylogenies in PDGF‐ and EGF‐driven gliomas
title_full Single‐cell sequencing maps gene expression to mutational phylogenies in PDGF‐ and EGF‐driven gliomas
title_fullStr Single‐cell sequencing maps gene expression to mutational phylogenies in PDGF‐ and EGF‐driven gliomas
title_full_unstemmed Single‐cell sequencing maps gene expression to mutational phylogenies in PDGF‐ and EGF‐driven gliomas
title_short Single‐cell sequencing maps gene expression to mutational phylogenies in PDGF‐ and EGF‐driven gliomas
title_sort single‐cell sequencing maps gene expression to mutational phylogenies in pdgf‐ and egf‐driven gliomas
topic Articles
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5147052/
https://www.ncbi.nlm.nih.gov/pubmed/27888226
http://dx.doi.org/10.15252/msb.20166969
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