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利用人工智能纳米间隙实时检测小鼠脑组织中的神经递质。

Time-resolved neurotransmitter detection in mouse brain tissue using an artificial intelligence-nanogap.

机构信息

The Institute of Scientific and Industrial Research, Osaka University, 8-1 Mihogaoka, Ibaraki, Osaka, 567-0047, Japan.

Artificial Intelligence Research Center, The Institute of Scientific and Industrial Research, Osaka University, 8-1 Mihogaoka, Ibaraki, Osaka, 567-0047, Japan.

出版信息

Sci Rep. 2020 Jul 9;10(1):11244. doi: 10.1038/s41598-020-68236-3.

Abstract

The analysis of neurotransmitters in the brain helps to understand brain functions and diagnose Parkinson's disease. Pharmacological inhibition experiments, electrophysiological measurement of action potentials, and mass analysers have been applied for this purpose; however, these techniques do not allow direct neurotransmitter detection with good temporal resolution by using nanometre-sized electrodes. Hence, we developed a method for direct observation of a single neurotransmitter molecule with a gap width of ≤ 1 nm and on the millisecond time scale. It consists of measuring the tunnelling current that flows through a single-molecule by using nanogap electrodes and machine learning analysis. Using this method, we identified dopamine, serotonin, and norepinephrine neurotransmitters with high accuracy at the single-molecule level. The analysis of the mouse striatum and cerebral cortex revealed the order of concentration of the three neurotransmitters. Our method will be developed to investigate the neurotransmitter distribution in the brain with good temporal resolution.

摘要

对大脑神经递质的分析有助于了解大脑功能和诊断帕金森病。为此,已经应用了药理学抑制实验、动作电位的电生理测量和质谱分析;然而,这些技术不能通过使用纳米级电极以良好的时间分辨率直接检测神经递质。因此,我们开发了一种方法,通过使用纳米间隙电极和机器学习分析,对具有≤1nm 间隙宽度的单个神经递质分子进行直接观察,测量通过单分子的隧道电流。使用该方法,我们在单分子水平上以高精度识别多巴胺、血清素和去甲肾上腺素神经递质。对小鼠纹状体和大脑皮层的分析揭示了这三种神经递质的浓度顺序。我们的方法将进一步发展,以具有良好时间分辨率研究大脑中的神经递质分布。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/9d36/7347941/1bf13fd0fda2/41598_2020_68236_Fig1_HTML.jpg

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