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Cajal's description of the neuron as the structural and functional unit of the nervous system formed the basis of much subsequent neuroscientific research. In this Timeline article, Yuste considers the contribution of the 'neuron doctrine' to neuroscience and discusses the recent transition in paradigm from the single neuron to neural networks.