Single-cell sequencing maps gene expression to mutational phylogenies in PDGF- and EGF-driven gliomas.
Sören MüllerSiyuan John LiuElizabeth Di LulloMartina MalatestaAlex A PollenTomasz J NowakowskiGary KohanbashManish AghiArnold R KriegsteinDaniel A LimAaron A DiazPublished in: Molecular systems biology (2016)
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.
Keyphrases
- growth factor
- single cell
- gene expression
- rna seq
- smooth muscle
- vascular smooth muscle cells
- clinical trial
- high resolution
- dna methylation
- small cell lung cancer
- high throughput
- healthcare
- magnetic resonance
- induced apoptosis
- multiple sclerosis
- magnetic resonance imaging
- mental health
- randomized controlled trial
- signaling pathway
- computed tomography
- cell death
- genome wide
- endoplasmic reticulum stress
- oxidative stress
- wastewater treatment
- cell cycle arrest
- transcription factor
- copy number
- study protocol
- contrast enhanced
- open label
- heat shock protein
- wound healing
- double blind