Cell Systems · 2019 · 90 citations · 46 references
Life SciencesBiologyCell BiologyCell DifferentiationGene ExpressionTissue DifferentiationCell-type Specific Gene ExpressionCell-type-specific TranscriptomicsSpatial Gene ExpressionTrajectory InferenceCell Type HeterogeneityCell Type SpecificityDifferential Gene Expression Across Cell TypesSingle-cell Gene Expression ProfilingSingle-cell Spatial ProfilingSpatial Gene Expression PatternsSpatial Gene Expression ProfilingTissue-specific Gene Expression
Single-cell gene expression reveals the diversity within a differentiated cell type. Often, cells of the same type show a continuum of gene-expression patterns. The origin of such continuum gene-expression patterns is unclear. To address this, we develop a theory to understand how a continuum provides division of labor in a tissue in which cells collectively contribute to several tasks. We find that a continuum is optimal when there are spatial gradients in the tissue that affect the performance in each task. The continuum is bounded inside a polyhedron whose vertices are expression profiles optimal at each task. We test this using single-cell gene expression for intestinal villi and liver hepatocytes, which form a curved 1D trajectory and a full 3D tetrahedron in gene-expression space, respectively. We infer the tasks for both cell types and characterize the spatial zonation of the task-specialist cells. This approach can be generally applied to other tissues.
46
Laurens van der Maaten, Geoffrey E. Hinton · Journal of Machine Learning Research · 2008 · 35.7K citations
Cell types in the mouse cortex and hippocampus revealed by single-cell RNA-seq
Amit Zeisel, Ana B. Muñoz‐Manchado, Simone Codeluppi et al. · Science · 2015 · 3.4K citations · Full text
Spatially resolved, highly multiplexed RNA profiling in single cells
Kok Hao Chen, Alistair N. Boettiger, Jeffrey R. Moffitt et al. · Science · 2015 · 3.1K citations · Full text