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Transcriptional synergy as an emergent property defining cell subpopulation identity enables population shift

Author

Listed:
  • Satoshi Okawa

    (University of Luxembourg)

  • Carmen Saltó

    (Biomedicum 6C)

  • Srikanth Ravichandran

    (University of Luxembourg)

  • Shanzheng Yang

    (Biomedicum 6C)

  • Enrique M. Toledo

    (Biomedicum 6C
    Novo Nordisk Research Centre Oxford (NNRCO), Cellular and Systems Genomics)

  • Ernest Arenas

    (Biomedicum 6C)

  • Antonio del Sol

    (University of Luxembourg
    Moscow Institute of Physics and Technology)

Abstract

Single-cell RNA sequencing allows defining molecularly distinct cell subpopulations. However, the identification of specific sets of transcription factors (TFs) that define the identity of these subpopulations remains a challenge. Here we propose that subpopulation identity emerges from the synergistic activity of multiple TFs. Based on this concept, we develop a computational platform (TransSyn) for identifying synergistic transcriptional cores that determine cell subpopulation identities. TransSyn leverages single-cell RNA-seq data, and performs a dynamic search for an optimal synergistic transcriptional core using an information theoretic measure of synergy. A large-scale TransSyn analysis identifies transcriptional cores for 186 subpopulations, and predicts identity conversion TFs between 3786 pairs of cell subpopulations. Finally, TransSyn predictions enable experimental conversion of human hindbrain neuroepithelial cells into medial floor plate midbrain progenitors, capable of rapidly differentiating into dopaminergic neurons. Thus, TransSyn can facilitate designing strategies for conversion of cell subpopulation identities with potential applications in regenerative medicine.

Suggested Citation

  • Satoshi Okawa & Carmen Saltó & Srikanth Ravichandran & Shanzheng Yang & Enrique M. Toledo & Ernest Arenas & Antonio del Sol, 2018. "Transcriptional synergy as an emergent property defining cell subpopulation identity enables population shift," Nature Communications, Nature, vol. 9(1), pages 1-10, December.
  • Handle: RePEc:nat:natcom:v:9:y:2018:i:1:d:10.1038_s41467-018-05016-8
    DOI: 10.1038/s41467-018-05016-8
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    Cited by:

    1. Dobromir Kirilov Stoyanov, 2022. "Is the whole greater than the sum of its parts? A vending retail study," Post-Print hal-03920404, HAL.

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