Science · 2019 · 401 citations · 43 references
Life SciencesCell BiologyMolecular BiologyEpigeneticsMolecular OncologyTranscriptomicsCancer EpigeneticsCancer TranscriptomicsCellular Response ProfilingChemogenomic ProfilingSingle-cell TranscriptomicsTranscriptomic HeterogeneityCancer Heterogeneity AnalysisCell Survival AssaysGlobal Transcriptional ControlGlobal Transcriptional RegulationGlobal Transcriptional RegulatorsIntegrated Multi-omics AnalysisMultiplexed Cellular AssaysSingle-cell Multiomics Integration
High-throughput chemical screens typically use coarse assays such as cell survival, limiting what can be learned about mechanisms of action, off-target effects, and heterogeneous responses. Here, we introduce "sci-Plex," which uses "nuclear hashing" to quantify global transcriptional responses to thousands of independent perturbations at single-cell resolution. As a proof of concept, we applied sci-Plex to screen three cancer cell lines exposed to 188 compounds. In total, we profiled ~650,000 single-cell transcriptomes across ~5000 independent samples in one experiment. Our results reveal substantial intercellular heterogeneity in response to specific compounds, commonalities in response to families of compounds, and insight into differential properties within families. In particular, our results with histone deacetylase inhibitors support the view that chromatin acts as an important reservoir of acetate in cancer cells.
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BEDTools: a flexible suite of utilities for comparing genomic features
Aaron R. Quinlan, Ira M. Hall · Bioinformatics · 2010 · 30.4K citations · Full text
UMAP: Uniform Manifold Approximation and Projection
Leland McInnes, John Healy, Nathaniel Saul et al. · The Journal of Open Source Software · 2018 · 9.6K citations · Full text
The Cancer Cell Line Encyclopedia enables predictive modelling of anticancer drug sensitivity
Jordi Barretina, Giordano Caponigro, Nicolas Stransky et al. · Nature · 2012 · 8.5K citations
Medicine, Oncology, Pharmacology +15