Spike-sorting analysis of neural electrical signals evoked by acupuncture based on model

被引:1
|
作者
Qin, Qing [1 ]
Liu, Yajiao [2 ]
Shan, Bonan [3 ]
Che, Yanqiu [1 ]
Han, Chunxiao [1 ]
Qin, Yingmei [1 ]
Wang, Ruofan [1 ]
Wang, Jiang [2 ]
机构
[1] Tianjin Univ Technol & Educ, Sch Automat & Elect Engn, Tianjin Key Lab Informat Sensing & Intelligent Co, Tianjin, Peoples R China
[2] Tianjin Univ, Sch Elect & Informat Engn, Tianjin, Peoples R China
[3] China Acad Elect & Informat Technol, Beijing, Peoples R China
基金
中国国家自然科学基金;
关键词
Acupuncture; Neural electrical signal; Action potential; Sorting; CLASSIFICATION; PAIN;
D O I
10.1007/s11571-020-09650-1
中图分类号
Q189 [神经科学];
学科分类号
071006 ;
摘要
Acupuncturing the Zusanli (ST 36) point with different types of manual acupuncture manipulations (MAs) and different frequencies can evoke a lot of neural response activities in spinal dorsal root neurons. The action potential is the basic unit of communication in the neural response process. With the rapid development of the electrode acquisition technology, we can simultaneously obtain neural electrical signals of multiple neurons in the target area. So it is crucial to extract spike trains of each neuron from raw recorded data. To solve the problem of variability of the spike waveform, this paper adopts a optimization algorithm based on model to improve the wave-cluster algorithm, which can provide higher accuracy and reliability. Further, through this optimization algorithm, we make a statistical analysis on spike events evoked by different MAs. Results suggest that numbers of response spikes under reinforcing manipulations are far more than reducing manipulations, which mainly embody in synchronous spike activities.
引用
收藏
页码:131 / 140
页数:10
相关论文
共 50 条
  • [41] Nonlinear characteristics extraction from electrical signals of dorsal spinal nerve root evoked by acupuncture at Zusanli point
    Han Chun-Xiao
    Wang Jiang
    Che Yan-Qiu
    Deng Bin
    Guo Yi
    Guo Yong-Ming
    Liu Yang-Yang
    ACTA PHYSICA SINICA, 2010, 59 (08) : 5880 - 5887
  • [42] Charactering Neural Spiking Activity Evoked by Acupuncture Through Coupling Generalized Linear Model
    Qin, Qing
    Zhang, Kaiyue
    Che, Yanqiu
    Han, Chunxiao
    Qin, Yingmei
    Li, Shanshan
    ENTROPY, 2024, 26 (12)
  • [43] Charactering neural spiking activity evoked by acupuncture through state-space model
    Qin, Qing
    Wang, Jiang
    Xue, Ming
    Deng, Bin
    Wei, Xile
    APPLIED MATHEMATICAL MODELLING, 2015, 39 (3-4) : 1400 - 1408
  • [44] Analysis of field potentials and spike patterns evoked by local electrical stimulation of the chicken retina
    Weiss, S
    Herrmann, T
    Stett, A
    Zrenner, E
    Haemmerle, H
    RETINAL DEGENERATIVE DISEASES AND EXPERIMENTAL THERAPY, 1999, : 407 - 416
  • [45] Decoding the neural activity of dorsal spinal nerve root evoked by acupuncture at Zusanli point based on the generalized linear model
    Xue Ming
    Wang Jiang
    Deng Bin
    Wei Xi-Le
    Chen Ying-Yuan
    ACTA PHYSICA SINICA, 2013, 62 (09)
  • [46] Model-based spike sorting with a mixture of drifting t-distributions
    Shan, Kevin Q.
    Lubenov, Evgueniy V.
    Siapas, Athanassios G.
    JOURNAL OF NEUROSCIENCE METHODS, 2017, 288 : 82 - 98
  • [47] Research on Validation of Visual Neural Encoding Methods Based on Biological Spike Signals
    Zhang, Yijun
    Liu, Jian
    Huang, Tiejun
    Dianzi Yu Xinxi Xuebao/Journal of Electronics and Information Technology, 2024, 46 (01): : 317 - 326
  • [48] A Deep Neural Network-Based Spike Sorting With Improved Channel Selection and Artefact Removal
    Okreghe, Christian O.
    Zamani, Majid
    Demosthenous, Andreas
    IEEE ACCESS, 2023, 11 : 15131 - 15143
  • [49] Spiking Neural Networks Based on OxRAM Synapses for Real-Time Unsupervised Spike Sorting
    Werner, Thilo
    Vianello, Elisa
    Bichler, Olivier
    Garbin, Daniele
    Cattaert, Daniel
    Yvert, Blaise
    De Salvo, Barbara
    Perniola, Luca
    FRONTIERS IN NEUROSCIENCE, 2016, 10
  • [50] Algorithm and Validation Method for Spike Sorting Based on Wavelet Analysis and a Genetic Algorithm
    Alscher, Federico
    Lenzi, Rocio A.
    Perez Escobar, Pamela
    Villafane, Sebastian O.
    Andres, Daniela S.
    ADVANCES IN BIOENGINEERING AND CLINICAL ENGINEERING, VOL 2, SABI 2023, 2024, 114 : 57 - 67