Multiplexed neurochemical transmission emulated using a dual-excitatory synaptic transistor

The ability to emulate multiplexed neurochemical transmission is an important step toward mimicking complex brain activities. Glutamate and dopamine are neurotransmitters that regulate thinking and impulse signals independently or synergistically. However, emulation of such simultaneous neurotransmission is still challenging. Here we report design and fabrication of synaptic transistor that emulates multiplexed neurochemical transmission of glutamate and dopamine. The device can perform glutamate-induced long-term potentiation, dopamine-induced short-term potentiation, or co-release-induced depression under particular stimulus patterns. More importantly, a balanced ternary system that uses our ambipolar synaptic device backtrack input ‘true’, ‘false’ and ‘unknown’ logic signals; this process is more similar to the information processing in human brains than a traditional binary neural network. This work provides new insight for neuromorphic systems to establish new principles to reproduce the complexity of a mammalian central nervous system from simple basic units.

[1]  C. Cepeda,et al.  Dopamine and Glutamate in Huntington's Disease: A Balancing Act , 2010, CNS neuroscience & therapeutics.

[2]  M. Low,et al.  Dopamine D4 Receptor-Deficient Mice Display Cortical Hyperexcitability , 2001, The Journal of Neuroscience.

[3]  Alex Ming Shen,et al.  A Carbon Nanotube Synapse with Dynamic Logic and Learning , 2013, Advanced materials.

[4]  F. Xia,et al.  Anisotropic Black Phosphorus Synaptic Device for Neuromorphic Applications , 2016, Advanced materials.

[5]  Ethan S. Bromberg-Martin,et al.  Dopamine in Motivational Control: Rewarding, Aversive, and Alerting , 2010, Neuron.

[6]  T. Hasegawa,et al.  Short-term plasticity and long-term potentiation mimicked in single inorganic synapses. , 2011, Nature materials.

[7]  Y. Nishizawa,et al.  Glutamate release and neuronal damage in ischemia. , 2001, Life sciences.

[8]  C. Hsieh,et al.  Electric double layer capacitors of high volumetric energy based on ionic liquids and hierarchical-pore carbon , 2014 .

[9]  Hyunsang Hwang,et al.  Ultrasensitive artificial synapse based on conjugated polyelectrolyte , 2018, Nano Energy.

[10]  P. Chan,et al.  A High‐Performance Optical Memory Array Based on Inhomogeneity of Organic Semiconductors , 2018, Advanced materials.

[11]  S. Brown,et al.  Balancing act. , 1996, The Canadian nurse.

[12]  Jing Guo,et al.  Emulating Bilingual Synaptic Response Using a Junction-Based Artificial Synaptic Device. , 2017, ACS nano.

[13]  Youngjune Park,et al.  Artificial Synapses with Short- and Long-Term Memory for Spiking Neural Networks Based on Renewable Materials. , 2017, ACS nano.

[14]  Yi Yang,et al.  Graphene Dynamic Synapse with Modulatable Plasticity. , 2015, Nano letters.

[15]  R. Gutiérrez,et al.  Mixed neurotransmission in the hippocampal mossy fibers , 2013, Front. Cell. Neurosci..

[16]  K. Kim,et al.  Tunnelling-based ternary metal–oxide–semiconductor technology , 2019, Nature Electronics.

[17]  Yang Hui Liu,et al.  Flexible Metal Oxide/Graphene Oxide Hybrid Neuromorphic Transistors on Flexible Conducting Graphene Substrates , 2016, Advanced materials.

[18]  T. Guo,et al.  Self-powered artificial synapses actuated by triboelectric nanogenerator , 2019, Nano Energy.

[19]  W. Mcentee,et al.  Glutamate: its role in learning, memory, and the aging brain , 2005, Psychopharmacology.

[20]  Wentao Xu,et al.  Organometal Halide Perovskite Artificial Synapses , 2016, Advanced materials.

[21]  G. Malliaras,et al.  Neuromorphic Functions in PEDOT:PSS Organic Electrochemical Transistors , 2015, Advanced materials.

[22]  Chao Xie,et al.  Controlled Synthesis of 2D Palladium Diselenide for Sensitive Photodetector Applications , 2018, Advanced Functional Materials.

[23]  David J. Barker,et al.  Multiplexed neurochemical signaling by neurons of the ventral tegmental area , 2016, Journal of Chemical Neuroanatomy.

[24]  Kuei Y Tseng,et al.  Dopamine–Glutamate Interactions Controlling Prefrontal Cortical Pyramidal Cell Excitability Involve Multiple Signaling Mechanisms , 2004, The Journal of Neuroscience.

[25]  Yanhao Du,et al.  Emerging Artificial Synaptic Devices for Neuromorphic Computing , 2019, Advanced Materials Technologies.

[26]  M. Marinella,et al.  A non-volatile organic electrochemical device as a low-voltage artificial synapse for neuromorphic computing. , 2017, Nature materials.

[27]  Yan Wang,et al.  Recent Advances in Transistor‐Based Artificial Synapses , 2019, Advanced Functional Materials.

[28]  B. Tay,et al.  High Mobility 2D Palladium Diselenide Field‐Effect Transistors with Tunable Ambipolar Characteristics , 2017, Advanced materials.

[29]  Su‐Ting Han,et al.  Recent Advances in Ambipolar Transistors for Functional Applications , 2019, Advanced Functional Materials.

[30]  Jianlin Zhou,et al.  Effective performance improvement of organic thin film transistors by using tri-layer insulators , 2018, The European Physical Journal Applied Physics.

[31]  Yang Hui Liu,et al.  Flexible Proton-Gated Oxide Synaptic Transistors on Si Membrane. , 2016, ACS applied materials & interfaces.

[32]  S. Haber,et al.  Dopamine Neurons Make Glutamatergic Synapses In Vitro , 1998, The Journal of Neuroscience.

[33]  Armantas Melianas,et al.  Organic electronics for neuromorphic computing , 2018, Nature Electronics.

[34]  Zhe Zhang,et al.  Wakefulness Is Governed by GABA and Histamine Cotransmission , 2015, Neuron.

[35]  C. Richter,et al.  Controllable, Wide‐Ranging n‐Doping and p‐Doping of Monolayer Group 6 Transition‐Metal Disulfides and Diselenides , 2018, Advanced materials.