Molecular Systems Biology · 2020 · 146 citations · 77 references
Life SciencesBioinformaticsSystems BiologyGene ExpressionGene RegulationTranscriptomicsCell-type Specific Gene ExpressionDifferential Expression AnalysisDifferential Gene Expression AnalysisGene Expression DynamicsGene Expression RegulationCell State AnalysisCell State ClassificationCell State MappingCell-state InferenceCell-state SignaturesDifferential Gene ExpressionDifferential Gene Expression Across Cell TypesGene Expression Variability
Abstract Gene expression variability in mammalian systems plays an important role in physiological and pathophysiological conditions. This variability can come from differential regulation related to cell state (extrinsic) and allele‐specific transcriptional bursting (intrinsic). Yet, the relative contribution of these two distinct sources is unknown. Here, we exploit the qualitative difference in the patterns of covariance between these two sources to quantify their relative contributions to expression variance in mammalian cells. Using multiplexed error robust RNA fluorescent in situ hybridization (MERFISH), we measured the multivariate gene expression distribution of 150 genes related to Ca 2+ signaling coupled with the dynamic Ca 2+ response of live cells to ATP. We show that after controlling for cellular phenotypic states such as size, cell cycle stage, and Ca 2+ response to ATP, the remaining variability is effectively at the Poisson limit for most genes. These findings demonstrate that the majority of expression variability results from cell state differences and that the contribution of transcriptional bursting is relatively minimal.
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KEGG: Kyoto Encyclopedia of Genes and Genomes
Minoru Kanehisa · Nucleic Acids Research · 2000 · 39.2K citations · Full text
KEGG: Kyoto Encyclopedia of Genes and Genomes
Hiroyuki Ogata, Susumu Goto, Kazushige Sato et al. · Nucleic Acids Research · 1999 · 32.4K citations · Full text
Stochastic Gene Expression in a Single Cell
Michael B. Elowitz, Arnold J. Levine, Eric D. Siggia et al. · Science · 2002 · 5.7K citations
Single-cell transcriptomics of 20 mouse organs creates a Tabula Muris