The M-Sorter: an automatic and robust spike detection and classification system.

Abstract:

:Neural spike detection and classification, or spike sorting, is the first and a critical step prior to any single unit based neuroscientific studies and applications. A good spike sorter is usually characterized by high detection and classification accuracy, robust to changes in signal-to-noise ratio, objectivity in detection results or less user dependency, and real-time applicability. Here we present an automatic and robust spike detection and classification system, the M-Sorter, based on the multiple correlation of wavelet coefficients (MCWC) detection algorithm in conjunction with template matching for classification. Unlike many existing spike sorters that make use of a series of complex spike classifiers to deal with the challenges resulted from a low performance spike detector, the M-Sorter relies on a high performance yet computationally efficient detection algorithm and thus a simple classifier suffices to generate high quality spike sorting results. In this paper we provide step by step implementation procedures of the M-Sorter, and compare its performance with other popular sorters.

journal_name

J Neurosci Methods

authors

Yuan Y,Yang C,Si J

doi

10.1016/j.jneumeth.2012.07.012

subject

Has Abstract

pub_date

2012-09-30 00:00:00

pages

281-90

issue

2

eissn

0165-0270

issn

1872-678X

pii

S0165-0270(12)00276-2

journal_volume

210

pub_type

杂志文章
  • High-throughput ocular artifact reduction in multichannel electroencephalography (EEG) using component subspace projection.

    abstract::After a review of the ocular artifact reduction literature, a high-throughput method designed to reduce the ocular artifacts in multichannel continuous EEG recordings acquired at clinical EEG laboratories worldwide is proposed. The proposed method belongs to the category of component-based methods, and does not rely o...

    journal_title:Journal of neuroscience methods

    pub_type: 杂志文章

    doi:10.1016/j.jneumeth.2011.01.007

    authors: Ma J,Bayram S,Tao P,Svetnik V

    更新日期:2011-03-15 00:00:00

  • A kernel-based method to calculate local field potentials from networks of spiking neurons.

    abstract:BACKGROUND:The local field potential (LFP) is usually calculated from current sources arising from transmembrane currents, in particular in asymmetric cellular morphologies such as pyramidal neurons. NEW METHOD:Here, we adopt a different point of view and relate the spiking of neurons to the LFP through efferent synap...

    journal_title:Journal of neuroscience methods

    pub_type: 杂志文章

    doi:10.1016/j.jneumeth.2020.108871

    authors: Telenczuk B,Telenczuk M,Destexhe A

    更新日期:2020-10-01 00:00:00

  • A model for ex vivo spinal cord segment culture--a tool for analysis of injury repair strategies.

    abstract::Most spinal cord injury research is undertaken using in vivo animal models but the extensive care associated with spinalized animals, inherent variability between animals, and complex surgeries makes alternative models especially valuable. Here we present a novel ex vivo model that enables culture of intact post-natal...

    journal_title:Journal of neuroscience methods

    pub_type: 杂志文章

    doi:10.1016/j.jneumeth.2010.07.012

    authors: Zhang J,O'Carroll SJ,Wu A,Nicholson LF,Green CR

    更新日期:2010-09-30 00:00:00

  • Iterative expert-in-the-loop classification of sleep PSG recordings using a hierarchical clustering.

    abstract:BACKGROUND:The classification of sleep signals is a subjective and time consuming task. A large number of automatic classifiers have been published in the past decade but a sleep community has no strong confidence to use them in clinical practice and still remains using a standard manual scoring according standardized ...

    journal_title:Journal of neuroscience methods

    pub_type: 杂志文章

    doi:10.1016/j.jneumeth.2019.01.013

    authors: Gerla V,Kremen V,Macas M,Dudysova D,Mladek A,Sos P,Lhotska L

    更新日期:2019-04-01 00:00:00

  • Increased throughput assays of locomotor dysfunction in Drosophila larvae.

    abstract::Larval locomotion is a sensitive readout of a range of nervous system deficits in Drosophila, and has been utilised to quantify modulation of the disease phenotype in models of human disease. Single larvae are typically analysed in series using manual quantification of parameters such as contraction rate, or grouped t...

    journal_title:Journal of neuroscience methods

    pub_type: 杂志文章

    doi:10.1016/j.jneumeth.2011.08.037

    authors: Sinadinos C,Cowan CM,Wyttenbach A,Mudher A

    更新日期:2012-01-30 00:00:00

  • Neural electrode resilience against dielectric damage may be improved by use of highly doped silicon as a conductive material.

    abstract:BACKGROUND:Dielectric damage occurring in vivo to neural electrodes, leading to conductive material exposure and impedance reduction over time, limits the functional lifetime and clinical viability of neuroprosthetics. We used silicon micromachined Utah Electrode Arrays (UEAs) with iridium oxide (IrOx) tip metallizatio...

    journal_title:Journal of neuroscience methods

    pub_type: 杂志文章

    doi:10.1016/j.jneumeth.2017.10.002

    authors: Caldwell R,Sharma R,Takmakov P,Street MG,Solzbacher F,Tathireddy P,Rieth L

    更新日期:2018-01-01 00:00:00

  • The demodulated band transform.

    abstract:BACKGROUND:Windowed Fourier decompositions (WFD) are widely used in measuring stationary and non-stationary spectral phenomena and in describing pairwise relationships among multiple signals. Although a variety of WFDs see frequent application in electrophysiological research, including the short-time Fourier transform...

    journal_title:Journal of neuroscience methods

    pub_type: 杂志文章

    doi:10.1016/j.jneumeth.2015.12.004

    authors: Kovach CK,Gander PE

    更新日期:2016-03-01 00:00:00

  • Intracellular injections of permanent tracers in the fixed slice: a comparison of HRP and biocytin.

    abstract::Here we describe a method for intracellularly injecting mixtures of the fluorescent dye Lucifer Yellow and the permanent tracers HRP or biocytin into aldehyde-fixed slices of the dorsal lateral geniculate nucleus in young postnatal cats. Lucifer Yellow was used for visual control in the injection procedure and the inc...

    journal_title:Journal of neuroscience methods

    pub_type: 杂志文章

    doi:10.1016/0165-0270(92)90009-3

    authors: Coleman LA,Friedlander MJ

    更新日期:1992-09-01 00:00:00

  • Cerebellar neurotransmission in attention-deficit/hyperactivity disorder: does dopamine neurotransmission occur in the cerebellar vermis?

    abstract::Children and adolescents with attention-deficit/hyperactivity disorder (ADHD) have smaller cerebellar volumes, particularly in the posterior-inferior cerebellar vermis (lobules VIII-X). Functional activation of the human cerebellar vermis following stimulant administration has also been repeatedly demonstrated. There ...

    journal_title:Journal of neuroscience methods

    pub_type: 杂志文章

    doi:10.1016/j.jneumeth.2005.09.019

    authors: Glaser PE,Surgener SP,Grondin R,Gash CR,Palmer M,Castellanos FX,Gerhardt GA

    更新日期:2006-02-15 00:00:00

  • A novel imaging-compatible sciatic nerve schwannoma model.

    abstract::Benign schwannomas are common tumors of the cranial and peripheral nerves, causing pain and loss of function. The development of effective therapy for these tumors has been hampered by the lack of relevant experimental in vivo models for convenient testing. Here, we describe a novel schwannoma model in which an immort...

    journal_title:Journal of neuroscience methods

    pub_type: 杂志文章

    doi:10.1016/j.jneumeth.2010.10.021

    authors: Saydam O,Ozdener GB,Senol O,Mizrak A,Prabhakar S,Stemmer-Rachamimov AO,Breakefield XO,Brenner GJ

    更新日期:2011-01-30 00:00:00

  • Open-source raspberry Pi-based operant box for translational behavioral testing in rodents.

    abstract:BACKGROUND:Rodents have been used for decades to probe neural circuits involved in behavior. Increasingly, attempts have been developed to standardize training paradigms across labs; and to use visual/auditory paradigms that can be also tested in humans. Commercially available systems are expensive and thus do not scal...

    journal_title:Journal of neuroscience methods

    pub_type: 杂志文章

    doi:10.1016/j.jneumeth.2020.108761

    authors: Buscher N,Ojeda A,Francoeur M,Hulyalkar S,Claros C,Tang T,Terry A,Gupta A,Fakhraei L,Ramanathan DS

    更新日期:2020-08-01 00:00:00

  • Chimera construction using multiple-template-based sequential PCRs.

    abstract::Chimera construction between different proteins is a useful method for investigating protein structure and function relationships. However, this technique, by its traditional application, has been daunting because of its complex procedure and low success rate. Here we describe a protocol for constructing chimeras betw...

    journal_title:Journal of neuroscience methods

    pub_type: 杂志文章

    doi:10.1016/j.jneumeth.2010.08.033

    authors: Shan Q,Lynch JW

    更新日期:2010-10-30 00:00:00

  • Spike-train acquisition, analysis and real-time experimental control using a graphical programming language (LabView).

    abstract::A solution is described for the acquisition on a personal computer of standard pulses derived from neuronal discharge, measurement of neuronal discharge times, real-time control of stimulus delivery based on specified inter-pulse interval conditions in the neuronal spike train, and on-line display and analysis of the ...

    journal_title:Journal of neuroscience methods

    pub_type: 杂志文章

    doi:10.1016/0165-0270(95)00061-5

    authors: Nordstrom MA,Mapletoft EA,Miles TS

    更新日期:1995-11-01 00:00:00

  • Which insights have we gained from the kindling and post-status epilepticus models?

    abstract::Experimental animal epilepsy research got a big boost since the discovery that daily mild and short (seconds) tetanic stimulations in selected brain regions led to seizures with increasing duration and severity. This model that was developed by Goddard (1967) became known as the kindling model for epileptogenesis and ...

    journal_title:Journal of neuroscience methods

    pub_type: 杂志文章,评审

    doi:10.1016/j.jneumeth.2015.03.025

    authors: Gorter JA,van Vliet EA,Lopes da Silva FH

    更新日期:2016-02-15 00:00:00

  • Neurofilament-histomorphometry comparison in the evaluation of unmyelinated axon regeneration following peripheral nerve injury: An alternative to electron microscopy.

    abstract:BACKGROUND:Currently, assessment of unmyelinated axon regeneration is limited to electron microscopy (EM), which is expensive, time consuming and not universally available. This study presents a protocol to estimate the number of unmyelinated axons in a regenerating peripheral nerve without the need for electron micros...

    journal_title:Journal of neuroscience methods

    pub_type: 杂志文章

    doi:10.1016/j.jneumeth.2019.03.006

    authors: Hendry JM,Alvarez-Veronesi MC,Chiang C,Gordon T,Borschel GH

    更新日期:2019-05-15 00:00:00

  • The strength and spread of the electric field induced by transcranial rotating permanent magnet stimulation in comparison with conventional transcranial magnetic stimulation.

    abstract:BACKGROUND:Weak or low intensity transcranial stimulation of the brain, such as low field magnetic stimulation and electrical stimulation, can produce significant functional and therapeutic neuromodulatory effects. NEW METHOD:We have recently developed a portable wearable multifocal brain stimulator called transcrania...

    journal_title:Journal of neuroscience methods

    pub_type: 杂志文章

    doi:10.1016/j.jneumeth.2018.09.002

    authors: Helekar SA,Convento S,Nguyen L,John BS,Patel A,Yau JM,Voss HU

    更新日期:2018-11-01 00:00:00

  • Microelectrode array analysis of hippocampal network dynamics following theta-burst stimulation via current source density reconstruction by Gaussian interpolation.

    abstract:BACKGROUND:Multielectrode arrays (MEAs) have been used to understand electrophysiological network dynamics by recording real-time activity in groups of cells. The extent to which the collection of such data enables hypothesis testing on the level of circuits and networks depends largely on the sophistication of the ana...

    journal_title:Journal of neuroscience methods

    pub_type: 杂志文章

    doi:10.1016/j.jneumeth.2016.02.011

    authors: Kim HB,Oh TI,Swanberg KM,Lee MB,Kim TW,Woo EJ,Park JH,Kwon OI

    更新日期:2016-05-01 00:00:00

  • A microdevice platform for visualizing mitochondrial transport in aligned dopaminergic axons.

    abstract::Experimental evidence points to the importance of mitochondrial transport defects in contributing to major neurodegenerative diseases, such as Parkinson's disease (PD). Studies of mitochondrial transport along single axons are difficult with traditional dissociated culture systems and the fragility of the midbrain dop...

    journal_title:Journal of neuroscience methods

    pub_type: 杂志文章

    doi:10.1016/j.jneumeth.2012.05.021

    authors: Lu X,Kim-Han JS,O'Malley KL,Sakiyama-Elbert SE

    更新日期:2012-07-30 00:00:00

  • Neurobiotin, a useful neuroanatomical tracer for in vivo anterograde, retrograde and transneuronal tract-tracing and for in vitro labeling of neurons.

    abstract::The biotin derivative, N-(2-aminoethyl) biotinamide hydrochloride, or Neurobiotin, has been shown recently to be a useful marker for intracellular and anterograde tracing. The properties of Neurobiotin as a tracer were further examined in this study by making pressure injections into different regions of the cerebral ...

    journal_title:Journal of neuroscience methods

    pub_type: 杂志文章

    doi:10.1016/0165-0270(92)90121-s

    authors: Huang Q,Zhou D,DiFiglia M

    更新日期:1992-01-01 00:00:00

  • Amygdala activation at 3T in response to human and avatar facial expressions of emotions.

    abstract::Facial expressions of emotions are important in nonverbal communication. Although numerous neural structures have been identified to be involved in emotional face processing, the amygdala is thought to be a core moderator. While previous studies have relied on facial images of humans, the present study is concerned wi...

    journal_title:Journal of neuroscience methods

    pub_type: 杂志文章

    doi:10.1016/j.jneumeth.2006.10.016

    authors: Moser E,Derntl B,Robinson S,Fink B,Gur RC,Grammer K

    更新日期:2007-03-30 00:00:00

  • Frequency-based approach to the study of semantic brain networks connectivity.

    abstract::The interactions among cerebral regions involved in semantic word generations are explored through connectivity analysis based on fMRI data through multivariate autoregressive model (MVAR). Connections among the pars triangularis of the left inferior frontal gyrus (L45), the lateral fusiform girus (LFG) and the left m...

    journal_title:Journal of neuroscience methods

    pub_type: 杂志文章

    doi:10.1016/j.jneumeth.2012.10.005

    authors: Bianchi AM,Marchetta E,Tana MG,Tettamanti M,Rizzo G

    更新日期:2013-01-30 00:00:00

  • Three-dimensional reconstruction: a tissue embedding method for alignment of serial sections.

    abstract::Three-dimensional (3D) reconstruction from serial sections that are undistorted and true-to-life is only possible when a reference system exists that allows correct matching of the section drawings. This paper describes a simple method for producing reference lines that ensures proper alignment of the drawings. (1) Th...

    journal_title:Journal of neuroscience methods

    pub_type: 杂志文章

    doi:10.1016/0165-0270(88)90162-8

    authors: Meyer EP,Domanico VJ

    更新日期:1988-12-01 00:00:00

  • Advanced correlation grid: Analysis and visualisation of functional connectivity among multiple spike trains.

    abstract:BACKGROUND:This study analyses multiple spike trains (MST) data, defines its functional connectivity and subsequently visualises an accurate diagram of connections. This is a challenging problem. For example, it is difficult to distinguish the common input and the direct functional connection of two spike trains. NEW ...

    journal_title:Journal of neuroscience methods

    pub_type: 杂志文章

    doi:10.1016/j.jneumeth.2017.05.016

    authors: Masud MS,Borisyuk R,Stuart L

    更新日期:2017-07-15 00:00:00

  • A method for analysis of encoding of stimulus separation in ensembles of afferents.

    abstract::This paper describes a new method for the analysis of ensemble coding in populations of receptor afferents. The method is based on principal component analysis (PCA) combined with algorithms for calculation of stimulus separation (discrimination). It allows a quantification of the ability of ensembles of afferents to ...

    journal_title:Journal of neuroscience methods

    pub_type: 杂志文章

    doi:10.1016/0165-0270(95)00089-5

    authors: Johansson H,Bergenheim M,Djupsjöbacka M,Sjölander P

    更新日期:1995-12-01 00:00:00

  • In vivo testing of a non-invasive prototype device for the continuous monitoring of intracerebral hemorrhage.

    abstract:BACKGROUND:Intracerebral hemorrhage (ICH) is a stroke subtype with the highest mortality rate. Hematoma expansion and re-bleeding post-ICH are common and exacerbate the initial cerebral insult. There is a need for continuous monitoring of the neurologic status of patients with an ICH injury. NEW METHOD:A prototype dev...

    journal_title:Journal of neuroscience methods

    pub_type: 杂志文章

    doi:10.1016/j.jneumeth.2014.05.025

    authors: Kandadai MA,Korfhagen JJ,Beiler S,Beiler C,Wagner K,Adeoye OM,Shaw GJ

    更新日期:2014-09-30 00:00:00

  • Using double-magnetic induction to measure head-unrestrained gaze shifts. I. Theory and validation.

    abstract::So far, the double-magnetic induction (DMI) method has been successfully applied to record eye movements from head-restrained humans, monkeys and cats. An advantage of the DMI method, compared to the more widely used scleral search coil technique, is the absence of vulnerable lead wires on the eye. A disadvantage, how...

    journal_title:Journal of neuroscience methods

    pub_type: 杂志文章

    doi:10.1016/j.jneumeth.2006.08.012

    authors: Bremen P,Van der Willigen RF,Van Opstal AJ

    更新日期:2007-02-15 00:00:00

  • A simple algorithm for solving the cable equation in dendritic trees of arbitrary geometry.

    abstract::We present an efficient algorithm for solving the one-dimensional cable equation in the Laplace (frequency) domain for an arbitrary linear membrane. This method, a reformulation and extension of the geometrical calculus developed by Butz and Cowan (1974), solves for the transfer impedance between any two points in a b...

    journal_title:Journal of neuroscience methods

    pub_type: 杂志文章

    doi:10.1016/0165-0270(85)90015-9

    authors: Koch C,Poggio T

    更新日期:1985-02-01 00:00:00

  • A working heart-brainstem preparation of the mouse.

    abstract::An intra-arterially perfused working heart-brainstem preparation (WH-BP) was developed to allow studies into functionally identified cardiovascular and respiratory neurones in an in vitro milieu. This report provides that first description of this preparation. Evidence is presented indicating that the WH-BP: (1) spont...

    journal_title:Journal of neuroscience methods

    pub_type: 杂志文章

    doi:10.1016/0165-0270(95)00147-6

    authors: Paton JF

    更新日期:1996-03-01 00:00:00

  • Quantitation of multiple gene expression by in situ hybridization autoradiography: accurate normalization using Bayes classifier.

    abstract::In the method of in situ hybridization autoradiography, quantitative comparisons among multiple mRNA signals have proven difficult for many reasons, attributable both to technical factors (e.g. different probe specific activities) as well as to large differences in the patterns and levels of expression of different ge...

    journal_title:Journal of neuroscience methods

    pub_type: 杂志文章

    doi:10.1016/s0165-0270(99)00015-1

    authors: Zhao W,Truettner J,Schmidt-Kastner R,Belayev L,Ginsberg MD

    更新日期:1999-04-01 00:00:00

  • The grooming analysis algorithm discriminates between different levels of anxiety in rats: potential utility for neurobehavioural stress research.

    abstract::Stress has long been known to affect grooming in rodent species, altering both its activity measures and behavioural microstructure. Since stress disturbs a general pattern of self-grooming uninterrupted cephalocaudal progression, the grooming analysis algorithm (Kalueff and Tuohimaa, Brain Res. Protocols, 2004; 15: 1...

    journal_title:Journal of neuroscience methods

    pub_type: 杂志文章

    doi:10.1016/j.jneumeth.2004.10.001

    authors: Kalueff AV,Tuohimaa P

    更新日期:2005-04-30 00:00:00