ArticlePLoS biology2013
Mapping differentiation under mixed culture conditions reveals a tunable continuum of T cell fates.
Article in PLoS biology, 2013. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 55 papers.
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Who cites it
55 citing papers in PubMed.
- Bayesian Decision-Making Shapes Phenotypic Landscapes from Differentiation to Cancer.Entropy (Basel, Switzerland) · 2026Article
- T cell decision-making decodes the dynamic antigenic landscape.Frontiers in immunology · 2026Review
- Understanding rheumatic disease through continuous cell state analysis.Nature reviews. Rheumatology · 2025Review
- Independent and temporally separated dynamics for RORγt and Foxp3 during Th17 differentiation.Frontiers in immunology · 2025Article
- A synthetic protein-level neural network in mammalian cells.Science (New York, N.Y.) · 2024Article
- Autism spectrum disorder variation as a computational trade-off via dynamic range of neuronal population responses.Nature neuroscience · 2024Article
- EasyFlow: An open-source, user-friendly cytometry analyzer with graphic user interface (GUI).PloS one · 2024Article
- Macroscopic quorum sensing sustains differentiating embryonic stem cells.Nature chemical biology · 2023Article
- Origin, heterogeneity, and interconversion of noncanonical bistable switches from the positive feedback loops under dual signaling.iScience · 2023Article
- Distinct human skeletal muscle-derived CD90 progenitor subsets for myo-fibro-adipogenic disease modeling and treatment in multiplexed conditions.Frontiers in cell and developmental biology · 2023Article
- Metabolic regulation and function of T helper cells in neuroinflammation.Seminars in immunopathology · 2022Review
- Simplifying cell fate map by determining lineage history of core pathway activation during fate specification.Trends in developmental biology · 2022Article
- Multi-stability in cellular differentiation enabled by a network of three mutually repressing master regulators.Journal of the Royal Society, Interface · 2020Article
- Quorum sensing via dynamic cytokine signaling comprehensively explains divergent patterns of effector choice among helper T cells.PLoS computational biology · 2020Article
- Modes of Communication between T Cells and Relevance for Immune Responses.International journal of molecular sciences · 2020Review
- Quantitative genetic analysis deciphers the impact of cis and trans regulation on cell-to-cell variability in protein expression levels.PLoS genetics · 2020Article
- Modulation of T helper 1 and T helper 2 immune balance in a murine stress model during Chlamydia muridarum genital infection.PloS one · 2020Article
- Order by chance: origins and benefits of stochasticity in immune cell fate control.Current opinion in systems biology · 2019Article
- Challenges in measuring and understanding biological noise.Nature reviews. Genetics · 2019Review
- Negative Co-stimulation Constrains T Cell Differentiation by Imposing Boundaries on Possible Cell States.Immunity · 2019Article
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Authors and funding
9 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Cell differentiation is typically directed by external signals that drive opposing regulatory pathways. Studying differentiation under polarizing conditions, with only one input signal provided, is limited in its ability to resolve the logic of interactions between opposing pathways. Dissection of this logic can be facilitated by mapping the system's response to mixtures of input signals, which are expected to occur in vivo, where cells are simultaneously exposed to various signals with potentially opposing effects. Here, we systematically map the response of naïve T cells to mixtures of signals driving differentiation into the Th1 and Th2 lineages. We characterize cell state at the single cell level by measuring levels of the two lineage-specific transcription factors (T-bet and GATA3) and two lineage characteristic cytokines (IFN-γ and IL-4) that are driven by these transcription regulators. We find a continuum of mixed phenotypes in which individual cells co-express the two lineage-specific master regulators at levels that gradually depend on levels of the two input signals. Using mathematical modeling we show that such tunable mixed phenotype arises if autoregulatory positive feedback loops in the gene network regulating this process are gradual and dominant over cross-pathway inhibition. We also find that expression of the lineage-specific cytokines follows two independent stochastic processes that are biased by expression levels of the master regulators. Thus, cytokine expression is highly heterogeneous under mixed conditions, with subpopulations of cells expressing only IFN-γ, only IL-4, both cytokines, or neither. The fraction of cells in each of these subpopulations changes gradually with input conditions, reproducing the continuous internal state at the cell population level. These results suggest a differentiation scheme in which cells reflect uncertainty through a continuously tuneable mixed phenotype combined with a biased stochastic decision rather than a binary phenotype with a deterministic decision.
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