Journal of The Royal Society Interface · 2008 · 135 citations · 26 references
Life SciencesMolecular BiologyMolecular GeneticsBiological Systems ModelingGene Regulatory NetworksSignal TransductionCell Signaling NetworksGenetic Circuit DesignLearning In Neural SystemsSignal Transduction ModelingSignal Transduction NetworksSignaling NetworksEscherichia ColiHebbian InteractionsLearningMap KinasesSignals
We demonstrate how a single-celled organism could undertake associative learning. Although to date only one previous study has found experimental evidence for such learning, there is no reason in principle why it should not occur. We propose a gene regulatory network that is capable of associative learning between any pre-specified set of chemical signals, in a Hebbian manner, within a single cell. A mathematical model is developed, and simulations show a clear learned response. A preliminary design for implementing this model using plasmids within Escherichia coli is presented, along with an alternative approach, based on double-phosphorylated protein kinases.
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