Neural network computation with DNA strand displacement cascades.

  • Qian L
  • Winfree E
  • Bruck J
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Abstract

The impressive capabilities of the mammalian brain-ranging from perception, pattern recognition and memory formation to decision making and motor activity control-have inspired their re-creation in a wide range of artificial intelligence systems for applications such as face recognition, anomaly detection, medical diagnosis and robotic vehicle control. Yet before neuron-based brains evolved, complex biomol. circuits provided individual cells with the intelligent' behavior required for survival. However, the study of how mols. can think' has not produced an equal variety of computational models and applications of artificial chem. systems. Although biomol. systems have been hypothesized to carry out neural-network-like computations in vivo and the synthesis of artificial chem. analogs has been proposed theor., exptl. work has so far fallen short of fully implementing even a single neuron. Here, building on the richness of DNA computing and strand displacement circuitry, we show how mol. systems can exhibit autonomous brain-like behaviors. Using a simple DNA gate architecture that allows exptl. scale-up of multilayer digital circuits, we systematically transform arbitrary linear threshold circuits (an artificial neural network model) into DNA strand displacement cascades that function as small neural networks. Our approach even allows us to implement a Hopfield associative memory with four fully connected artificial neurons that, after training in silico, remembers four single-stranded DNA patterns and recalls the most similar one when presented with an incomplete pattern. Our results suggest that DNA strand displacement cascades could be used to endow autonomous chem. systems with the capability of recognizing patterns of mol. events, making decisions and responding to the environment. [on SciFinder(R)]

Author-supplied keywords

  • neuron network computation DNA strand displacement

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Authors

  • Lulu Qian

  • Erik Winfree

  • Jehoshua. Bruck

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