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A Multilayer Microfluidic Platform for the Conduction of Prolonged Cell-Free Gene Expression
Published on: October 6, 2019
Biochemical and gene regulatory dynamics as reservoir-like substrates for natural computing
1Department of Physics and Information Technology, Kyushu Institute of Technology, 680-4 Kawazu, Iizuka, Fukuoka, 820-8502, Japan.
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This perspective argues that biochemical reaction systems and gene regulatory systems can be interpreted not only as architectures of homeostatic control and adaptation, but also as reservoir-like dynamical substrates for natural computing. The claim is deliberately moderate: biological regulation is not denied, but some control-like functions are re-read as readouts implemented on top of richer input-driven, recurrent, dissipative, history-dependent, and often stochastic state dynamics. The distinctive contribution is not a new reservoir algorithm, nor the generic observation that dynamical systems can serve as reservoirs; it is a substrate-oriented reframing for biochemical and gene-regulatory modeling that places biochemical reaction dynamics, BST/S-systems and dBST, stochastic process descriptions, Boolean abstractions, and emerging live-cell observability within one experimentally testable perspective. To keep the argument operational rather than metaphorical, the manuscript outlines a minimal evaluation protocol using delayed-input reconstruction, information-processing capacity, nonlinear separation, and perturbation-aware prediction. The perspective is timely because recent cell-based reservoir studies, topology-aware reservoir designs, living-cell signaling studies, and live-cell visualization technologies increasingly make substrate-level signal propagation experimentally accessible rather than purely metaphorical.
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