The EMBO JournalDevelopmental BiologyPeer-reviewed journal article
A common molecular logic determines embryonic stem cell self-renewal and reprogramming
Sara-Jane DunniD, Meng Amy LiiD, Elena CarbogniniD, Austin G SmithiD, Graziano MartelloiD
Abstract
During differentiation and reprogramming new cell identities are generated by reconfiguration of gene regulatory networks. Here we combined automated formal reasoning with experimentation to expose the logic of network activation during induction of naive pluripotency. We find that a Boolean network architecture defined for maintenance of naive state embryonic stem cells (ESC) also explains transcription factor behaviour and potency during resetting from primed pluripotency. Computationally identified gene activation trajectories were experimentally substantiated at single cell resolution. Contingency of factor availability explains the counterintuitive observation that Klf2, which is dispensable for ESC maintenance, is required during resetting. We tested 136 predictions formulated by the dynamic network, finding a predictive accuracy of 78.7%. Finally, we show that this network explains and predicts experimental observations of somatic cell reprogramming. We conclude that a common deterministic program of gene regulation is sufficient to govern maintenance and induction of naive pluripotency. The tools exemplified here could be broadly applied to delineate dynamic networks underlying cell fate transitions.
- organism: mouse
- assay: bulk RNA-seq
- research focus: gene regulatory network inference
- approach: statistical model
- Citations
- 51
- FWCI
- 1.60
- Field percentile
- top 16%
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