Simultaneous serotonin and dopamine monitoring across timescales by rapid pulse voltammetry with partial least squares regression

被引:15
作者
Movassaghi, Cameron S. [1 ,2 ]
Perrotta, Katie A. [1 ]
Yang, Hongyan [3 ,4 ]
Iyer, Rahul [5 ]
Cheng, Xinyi [1 ]
Dagher, Merel [6 ]
Fillol, Miguel Alcaniz [7 ]
Andrews, Anne M. [1 ,2 ,3 ,4 ,6 ]
机构
[1] Univ Calif Los Angeles, Dept Chem & Biochem, Los Angeles, CA 90095 USA
[2] Univ Calif Los Angeles, Calif NanoSyst Inst, Los Angeles, CA 90095 USA
[3] Univ Calif Los Angeles, Semel Inst Neurosci & Human Behav, Dept Psychiat & Biobehav Sci, Los Angeles, CA 90095 USA
[4] Univ Calif Los Angeles, Hatos Ctr Neuropharmacol, Los Angeles, CA 90095 USA
[5] Univ Calif Los Angeles, Dept Elect Engn, Los Angeles, CA 90095 USA
[6] Univ Calif Los Angeles, Mol Toxicol Interdept Program, Los Angeles, CA 90095 USA
[7] Univ Valencia, Interuniv Res Inst Mol Recognit & Technol Dev, Univ Politecn Valencia, Camino Vera S-N, Valencia 46022, Spain
基金
美国国家科学基金会;
关键词
Neurotransmitters; Electrochemistry; Brain; In vivo; Machine learning; SCAN CYCLIC VOLTAMMETRY; IN-VIVO MEASUREMENTS; ELECTRONIC TONGUE; DORSAL RAPHE; TRANSPORTER BINDING; CROSS-VALIDATION; MINCED MEAT; RELEASE; NEURONS; BRAIN;
D O I
10.1007/s00216-021-03665-1
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
Many voltammetry methods have been developed to monitor brain extracellular dopamine levels. Fewer approaches have been successful in detecting serotonin in vivo. No voltammetric techniques are currently available to monitor both neurotransmitters simultaneously across timescales, even though they play integrated roles in modulating behavior. We provide proof-of-concept for rapid pulse voltammetry coupled with partial least squares regression (RPV-PLSR), an approach adapted from multi-electrode systems (i.e., electronic tongues) used to identify multiple components in complex environments. We exploited small differences in analyte redox profiles to select pulse steps for RPV waveforms. Using an intentionally designed pulse strategy combined with custom instrumentation and analysis software, we monitored basal and stimulated levels of dopamine and serotonin. In addition to faradaic currents, capacitive currents were important factors in analyte identification arguing against background subtraction. Compared to fast-scan cyclic voltammetry-principal components regression (FSCV-PCR), RPV-PLSR better differentiated and quantified basal and stimulated dopamine and serotonin associated with striatal recording electrode position, optical stimulation frequency, and serotonin reuptake inhibition. The RPV-PLSR approach can be generalized to other electrochemically active neurotransmitters and provides a feedback pipeline for future optimization of multi-analyte, fit-for-purpose waveforms and machine learning approaches to data analysis.
引用
收藏
页码:6747 / 6767
页数:21
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