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1.
Biochemistry ; 55(51): 7073-7085, 2016 Dec 27.
Artículo en Inglés | MEDLINE | ID: mdl-27958713

RESUMEN

The rationale for using M1 selective muscarinic acetylcholine receptor activators for the treatment of cognitive impairment associated with psychiatric and neurodegenerative disease is well-established in the literature. Here, we investigate measurement of inositol phosphate accumulation, an end point immediately downstream of the M1 muscarinic acetylcholine receptor signaling cascade, as an in vivo biochemical readout for M1 muscarinic acetylcholine receptor activation. Five brain penetrant M1-subtype selective activators from three structurally distinct chemical series were pharmacologically profiled for functional activity in vitro using recombinant cell calcium mobilization and inositol phosphate assays, and a native tissue hippocampal slice electrophysiology assay, to show that all five compounds presented a positive allosteric modulator agonist profile, within a narrow range of potencies. In vivo characterization using an amphetamine-stimulated locomotor activity behavioral assay and the inositol phosphate accumulation biochemical assay demonstrated that the latter has utility for assessing functional potency of M1 activators. Efficacy measured by inositol phosphate accumulation in mouse striatum compared favorably to efficacy in reversing amphetamine-induced locomotor activity, suggesting that the inositol phosphate accumulation assay has utility for the evaluation of M1 muscarinic acetylcholine receptor activators in vivo. The benefits of this in vivo biochemical approach include a wide response window, interrogation of specific brain circuit activation, an ability to model responses in the context of brain exposure, an ability to rank order compounds based on in vivo efficacy, and minimization of animal use.


Asunto(s)
Encéfalo/efectos de los fármacos , Calcio/metabolismo , Fosfatos de Inositol/metabolismo , Agonistas Muscarínicos/farmacología , Receptor Muscarínico M1/agonistas , Anfetamina/farmacología , Animales , Encéfalo/metabolismo , Encéfalo/fisiología , Células CHO , Cuerpo Estriado/efectos de los fármacos , Cuerpo Estriado/metabolismo , Cuerpo Estriado/fisiología , Cricetinae , Cricetulus , Dopaminérgicos/farmacología , Relación Dosis-Respuesta a Droga , Fenómenos Electrofisiológicos/efectos de los fármacos , Hipocampo/efectos de los fármacos , Hipocampo/metabolismo , Hipocampo/fisiología , Humanos , Masculino , Ratones , Actividad Motora/efectos de los fármacos , Agonistas Muscarínicos/clasificación , Ratas Sprague-Dawley , Receptor Muscarínico M1/metabolismo
2.
PLoS Pathog ; 10(4): e1004045, 2014 Apr.
Artículo en Inglés | MEDLINE | ID: mdl-24722773

RESUMEN

Coxsackievirus B3 (CVB3), a member of the picornavirus family and enterovirus genus, causes viral myocarditis, aseptic meningitis, and pancreatitis in humans. We genetically engineered a unique molecular marker, "fluorescent timer" protein, within our infectious CVB3 clone and isolated a high-titer recombinant viral stock (Timer-CVB3) following transfection in HeLa cells. "Fluorescent timer" protein undergoes slow conversion of fluorescence from green to red over time, and Timer-CVB3 can be utilized to track virus infection and dissemination in real time. Upon infection with Timer-CVB3, HeLa cells, neural progenitor and stem cells (NPSCs), and C2C12 myoblast cells slowly changed fluorescence from green to red over 72 hours as determined by fluorescence microscopy or flow cytometric analysis. The conversion of "fluorescent timer" protein in HeLa cells infected with Timer-CVB3 could be interrupted by fixation, suggesting that the fluorophore was stabilized by formaldehyde cross-linking reactions. Induction of a type I interferon response or ribavirin treatment reduced the progression of cell-to-cell virus spread in HeLa cells or NPSCs infected with Timer-CVB3. Time lapse photography of partially differentiated NPSCs infected with Timer-CVB3 revealed substantial intracellular membrane remodeling and the assembly of discrete virus replication organelles which changed fluorescence color in an asynchronous fashion within the cell. "Fluorescent timer" protein colocalized closely with viral 3A protein within virus replication organelles. Intriguingly, infection of partially differentiated NPSCs or C2C12 myoblast cells induced the release of abundant extracellular microvesicles (EMVs) containing matured "fluorescent timer" protein and infectious virus representing a novel route of virus dissemination. CVB3 virions were readily observed within purified EMVs by transmission electron microscopy, and infectious virus was identified within low-density isopycnic iodixanol gradient fractions consistent with membrane association. The preferential detection of the lipidated form of LC3 protein (LC3 II) in released EMVs harboring infectious virus suggests that the autophagy pathway plays a crucial role in microvesicle shedding and virus release, similar to a process previously described as autophagosome-mediated exit without lysis (AWOL) observed during poliovirus replication. Through the use of this novel recombinant virus which provides more dynamic information from static fluorescent images, we hope to gain a better understanding of CVB3 tropism, intracellular membrane reorganization, and virus-associated microvesicle dissemination within the host.


Asunto(s)
Micropartículas Derivadas de Células/virología , Enterovirus Humano B/fisiología , Infecciones por Enterovirus/metabolismo , Fagosomas/virología , Esparcimiento de Virus/fisiología , Animales , Micropartículas Derivadas de Células/genética , Micropartículas Derivadas de Células/metabolismo , Infecciones por Enterovirus/genética , Células HeLa , Humanos , Ratones , Proteínas Asociadas a Microtúbulos/genética , Proteínas Asociadas a Microtúbulos/metabolismo , Fagosomas/genética , Fagosomas/metabolismo , Proteínas Virales/genética , Proteínas Virales/metabolismo
3.
Biol Psychiatry ; 91(3): 283-293, 2022 02 01.
Artículo en Inglés | MEDLINE | ID: mdl-34561029

RESUMEN

BACKGROUND: Brexanolone (allopregnanolone) was recently approved by the Food and Drug Administration for the treatment of postpartum depression, demonstrating long-lasting antidepressant effects. Despite our understanding of the mechanism of action of neurosteroids as positive allosteric modulators of GABAA (gamma-aminobutyric acid A) receptors, we still do not fully understand how allopregnanolone exerts persistent antidepressant effects. METHODS: We used electroencephalogram recordings in rats and humans along with local field potential, functional magnetic resonance imaging, and behavioral tests in mice to assess the impact of neurosteroids on network states in brain regions implicated in mood and used optogenetic manipulations to directly examine their relationship to behavioral states. RESULTS: We demonstrated that allopregnanolone and synthetic neuroactive steroid analogs with molecular pharmacology similar to allopregnanolone (SGE-516 [tool compound] and zuranolone [SAGE-217, investigational compound]) modulate oscillations across species. We further demonstrated a critical role for interneurons in generating oscillations in the basolateral amygdala (BLA) and a role for δ-containing GABAA receptors in mediating the ability of neurosteroids to modulate network and behavioral states. Allopregnanolone in the BLA enhances BLA high theta oscillations (6-12 Hz) through δ-containing GABAA receptors, a mechanism distinct from other GABAA positive allosteric modulators, such as benzodiazepines, and alters behavioral states. Treatment with the allopregnanolone analog SGE-516 protects mice from chronic stress-induced disruption of network and behavioral states, which is correlated with the modulation of theta oscillations in the BLA. Optogenetic manipulation of the network state influences the behavioral state after chronic unpredictable stress. CONCLUSIONS: Our findings demonstrate a novel molecular and cellular mechanism mediating the well-established anxiolytic and antidepressant effects of neuroactive steroids.


Asunto(s)
Complejo Nuclear Basolateral , Pregnanolona , Animales , Antidepresivos , Complejo Nuclear Basolateral/metabolismo , Femenino , Moduladores del GABA , Ratones , Pregnanolona/farmacología , Ratas , Receptores de GABA-A/metabolismo
4.
Neural Comput ; 23(11): 2731-45, 2011 Nov.
Artículo en Inglés | MEDLINE | ID: mdl-21851280

RESUMEN

Characterizing neural spiking activity as a function of intrinsic and extrinsic factors is important in neuroscience. Point process models are valuable for capturing such information; however, the process of fully applying these models is not always obvious. A complete model application has four broad steps: specification of the model, estimation of model parameters given observed data, verification of the model using goodness of fit, and characterization of the model using confidence bounds. Of these steps, only the first three have been applied widely in the literature, suggesting the need to dedicate a discussion to how the time-rescaling theorem, in combination with parametric bootstrap sampling, can be generally used to compute confidence bounds of point process models. In our first example, we use a generalized linear model of spiking propensity to demonstrate that confidence bounds derived from bootstrap simulations are consistent with those computed from closed-form analytic solutions. In our second example, we consider an adaptive point process model of hippocampal place field plasticity for which no analytical confidence bounds can be derived. We demonstrate how to simulate bootstrap samples from adaptive point process models, how to use these samples to generate confidence bounds, and how to statistically test the hypothesis that neural representations at two time points are significantly different. These examples have been designed as useful guides for performing scientific inference based on point process models.


Asunto(s)
Potenciales de Acción/fisiología , Encéfalo/fisiología , Modelos Neurológicos , Neuronas/fisiología , Animales , Humanos
5.
Neuropharmacology ; 181: 108333, 2020 12 15.
Artículo en Inglés | MEDLINE | ID: mdl-32976892

RESUMEN

Zuranolone (SAGE-217) is a novel, synthetic, clinical stage neuroactive steroid GABAA receptor positive allosteric modulator designed with the pharmacokinetic properties to support oral daily dosing. In vitro, zuranolone enhanced GABAA receptor current at nine unique human recombinant receptor subtypes, including representative receptors for both synaptic (γ subunit-containing) and extrasynaptic (δ subunit-containing) configurations. At a representative synaptic subunit configuration, α1ß2γ2, zuranolone potentiated GABA currents synergistically with the benzodiazepine diazepam, consistent with the non-competitive activity and distinct binding sites of the two classes of compounds at synaptic receptors. In a brain slice preparation, zuranolone produced a sustained increase in GABA currents consistent with metabotropic trafficking of GABAA receptors to the cell surface. In vivo, zuranolone exhibited potent activity, indicating its ability to modulate GABAA receptors in the central nervous system after oral dosing by protecting against chemo-convulsant seizures in a mouse model and enhancing electroencephalogram ß-frequency power in rats. Together, these data establish zuranolone as a potent and efficacious neuroactive steroid GABAA receptor positive allosteric modulator with drug-like properties and CNS exposure in preclinical models. Recent clinical data support the therapeutic promise of neuroactive steroid GABAA receptor positive modulators for treating mood disorders; brexanolone is the first therapeutic approved specifically for the treatment of postpartum depression. Zuranolone is currently under clinical investigation for the treatment of major depressive episodes in major depressive disorder, postpartum depression, and bipolar depression.


Asunto(s)
Anticonvulsivantes/farmacología , Moduladores del GABA/farmacología , Agonistas de Receptores de GABA-A/farmacología , Pregnanos/farmacología , Pirazoles/farmacología , Esteroides/farmacología , Animales , Anticonvulsivantes/farmacocinética , Antidepresivos/farmacología , Sitios de Unión/efectos de los fármacos , Encéfalo/efectos de los fármacos , Encéfalo/metabolismo , Diazepam/farmacología , Sinergismo Farmacológico , Electroencefalografía/efectos de los fármacos , Hipocampo/efectos de los fármacos , Humanos , Masculino , Ratones , Pregnanos/farmacocinética , Pirazoles/farmacocinética , Ratas Sprague-Dawley , Receptores de GABA/efectos de los fármacos , Convulsiones/inducido químicamente , Convulsiones/prevención & control , Ácido gamma-Aminobutírico/fisiología
6.
ACS Chem Neurosci ; 8(1): 165-177, 2017 01 18.
Artículo en Inglés | MEDLINE | ID: mdl-27715007

RESUMEN

Dopamine receptor antagonism is a compelling molecular target for the treatment of a range of psychiatric disorders, including substance use disorders. From our corporate compound file, we identified a structurally unique D3 receptor (D3R) antagonist scaffold, 1. Through a hybrid approach, we merged key pharmacophore elements from 1 and D3 agonist 2 to yield the novel D3R/D2R antagonist PF-4363467 (3). Compound 3 was designed to possess CNS drug-like properties as defined by its CNS MPO desirability score (≥4/6). In addition to good physicochemical properties, 3 exhibited low nanomolar affinity for the D3R (D3 Ki = 3.1 nM), good subtype selectivity over D2R (D2 Ki = 692 nM), and high selectivity for D3R versus other biogenic amine receptors. In vivo, 3 dose-dependently attenuated opioid self-administration and opioid drug-seeking behavior in a rat operant reinstatement model using animals trained to self-administer fentanyl. Further, traditional extrapyramidal symptoms (EPS), adverse side effects arising from D2R antagonism, were not observed despite high D2 receptor occupancy (RO) in rodents, suggesting that compound 3 has a unique in vivo profile. Collectively, our data support further investigation of dual D3R and D2R antagonists for the treatment of drug addiction.


Asunto(s)
Analgésicos Opioides/efectos adversos , Antagonistas de los Receptores de Dopamina D2/química , Antagonistas de los Receptores de Dopamina D2/farmacología , Comportamiento de Búsqueda de Drogas/efectos de los fármacos , Receptores de Dopamina D3/antagonistas & inhibidores , Compuestos de Anilina/química , Compuestos de Anilina/farmacología , Animales , Línea Celular Transformada , Condicionamiento Operante/efectos de los fármacos , Dopaminérgicos/farmacología , Relación Dosis-Respuesta a Droga , Fentanilo/efectos adversos , Humanos , Masculino , Neuroblastoma/patología , Ratas , Ratas Sprague-Dawley , Receptores de Dopamina D2/metabolismo , Receptores de Dopamina D3/metabolismo , Autoadministración , Sulfonamidas/química , Sulfonamidas/farmacología
7.
Elife ; 3: e02148, 2014 Jan 01.
Artículo en Inglés | MEDLINE | ID: mdl-24714497

RESUMEN

Event-related potentials (ERPs) are widely used in both healthy and neuropsychiatric conditions as physiological indices of cognitive functions. Contrary to the common belief that cognitive ERPs are generated by local activity within the cerebral cortex, here we show that an attention-related ERP in the frontal cortex is correlated with, and likely generated by, subcortical inputs from the basal forebrain (BF). In rats performing an auditory oddball task, both the amplitude and timing of the frontal ERP were coupled with BF neuronal activity in single trials. The local field potentials (LFPs) associated with the frontal ERP, concentrated in deep cortical layers corresponding to the zone of BF input, were similarly coupled with BF activity and consistently triggered by BF electrical stimulation within 5-10 msec. These results highlight the important and previously unrecognized role of long-range subcortical inputs from the BF in the generation of cognitive ERPs. DOI: http://dx.doi.org/10.7554/eLife.02148.001.


Asunto(s)
Potenciales Evocados , Lóbulo Frontal/fisiología , Animales , Prosencéfalo Basal , Conducta Animal , Ratas
8.
PLoS One ; 9(9): e104087, 2014.
Artículo en Inglés | MEDLINE | ID: mdl-25184442

RESUMEN

We present a novel approach for analyzing biological time-series data using a context-free language (CFL) representation that allows the extraction and quantification of important features from the time-series. This representation results in Hierarchically AdaPtive (HAP) analysis, a suite of multiple complementary techniques that enable rapid analysis of data and does not require the user to set parameters. HAP analysis generates hierarchically organized parameter distributions that allow multi-scale components of the time-series to be quantified and includes a data analysis pipeline that applies recursive analyses to generate hierarchically organized results that extend traditional outcome measures such as pharmacokinetics and inter-pulse interval. Pulsicons, a novel text-based time-series representation also derived from the CFL approach, are introduced as an objective qualitative comparison nomenclature. We apply HAP to the analysis of 24 hours of frequently sampled pulsatile cortisol hormone data, which has known analysis challenges, from 14 healthy women. HAP analysis generated results in seconds and produced dozens of figures for each participant. The results quantify the observed qualitative features of cortisol data as a series of pulse clusters, each consisting of one or more embedded pulses, and identify two ultradian phenotypes in this dataset. HAP analysis is designed to be robust to individual differences and to missing data and may be applied to other pulsatile hormones. Future work can extend HAP analysis to other time-series data types, including oscillatory and other periodic physiological signals.


Asunto(s)
Ciclos de Actividad/fisiología , Algoritmos , Minería de Datos/estadística & datos numéricos , Hidrocortisona/sangre , Adulto , Minería de Datos/métodos , Femenino , Humanos
9.
Int J Emerg Med ; 4: 74, 2011 Dec 08.
Artículo en Inglés | MEDLINE | ID: mdl-22152103

RESUMEN

We present the case of a patient who attempted to perform a type of body modification known as "pearling" or "genital beading" while in prison. This patient unfortunately caused severe trauma to his penis, requiring surgical intervention. Photographs of the traumatic injuries are presented.

10.
J Neurosci Methods ; 184(2): 365-74, 2009 Nov 15.
Artículo en Inglés | MEDLINE | ID: mdl-19699763

RESUMEN

Rhythmic local field potentials (LFPs) arise from coordinated neural activity. Inference of neural function based on the properties of brain rhythms remains a challenging data analysis problem. Algorithms that characterize non-stationary rhythms with high temporal and spectral resolution may be useful for interpreting LFP activity on the timescales in which they are generated. We propose a Kalman smoother based dynamic autoregressive model for tracking the instantaneous frequency (iFreq) and frequency modulation (FM) of noisy and non-stationary sinusoids such as those found in LFP data. We verify the performance of our algorithm using simulated data with broad spectral content, and demonstrate its application using real data recorded from behavioral learning experiments. In analyses of ripple oscillations (100-250Hz) recorded from the rodent hippocampus, our algorithm identified novel repetitive, short timescale frequency dynamics. Our results suggest that iFreq and FM may be useful measures for the quantification of small timescale LFP dynamics.


Asunto(s)
Potenciales de Acción/fisiología , Relojes Biológicos/fisiología , Encéfalo/fisiología , Electrofisiología/métodos , Neuronas/fisiología , Procesamiento de Señales Asistido por Computador , Algoritmos , Animales , Artefactos , Simulación por Computador , Hipocampo/fisiología , Humanos , Red Nerviosa/fisiología , Neurofisiología/métodos , Roedores/fisiología
11.
Artículo en Inglés | MEDLINE | ID: mdl-19562084

RESUMEN

Fast oscillations or "ripples" are found in the local field potential (LFP) of the rodent hippocampus during awake and sleep states. Ripples have been found to correlate with memory related neural processing, however, the functional role of the ripple has yet to be fully established. We applied a Kalman smoother based estimator of instantaneous frequency (iFreq) and frequency modulation (FM) to ripple oscillations recorded in-vivo from region CA1 of the rat and mouse hippocampus during slow wave sleep. We found that (1) ripples exhibit stereotypical frequency dynamics that are consistent in the rat and mouse, (2) instantaneous frequency information may be used as an additional dimension in the classification of ripple events, and (3) the instantaneous frequency structure of ripples may be used to improve the detection of ripple events by reducing Type I and Type II errors. Based on our results, we propose that high temporal and spectral resolution estimates of frequency dynamics may be used to help elucidate the mechanisms of ripple generation and memory related processing.

12.
J Vis Exp ; (26)2009 Apr 22.
Artículo en Inglés | MEDLINE | ID: mdl-19387422

RESUMEN

The tetrode, a bundle of four electrodes, has proven to be a valuable tool for the simultaneous recording of multiple neurons in-vivo. The differential amplitude of action potential signatures over the channels of a tetrode allows for the isolation of single-unit activity from multi-unit signals. The ability to precisely control the stereotaxic location and depth of the tetrode is critical for studying coordinated neural activity across brain regions. In combination with a micro-drive array, it is possible to achieve precise placement and stable control of many tetrodes over the course of days to weeks. In this protocol, we demonstrate how to fabricate and condition tetrodes using basic tools and materials, install the tetrodes into a multi-drive tetrode array for chronic in-vivo recording in the rat, make ground wire connections to the micro-drive array, and attach a protective cone onto the micro-drive array in order to protect the tetrodes from physical contact with the environment.


Asunto(s)
Encéfalo/fisiología , Electrofisiología/instrumentación , Análisis por Micromatrices/instrumentación , Microelectrodos , Neuronas/fisiología , Electrofisiología/métodos , Análisis por Micromatrices/métodos
13.
J Vis Exp ; (26)2009 Apr 20.
Artículo en Inglés | MEDLINE | ID: mdl-19381129

RESUMEN

Chronic recording of large populations of neurons is a valuable technique for studying the function of neuronal circuits in awake behaving rats. Lightweight recording devices carrying a high density array of tetrodes allow for the simultaneous monitoring of the activity of tens to hundreds of individual neurons. Here we describe a protocol for the fabrication of a micro-drive array with twenty one independently movable micro-drives. This device has been used successfully to record from hippocampal and cortical neurons in our lab. We show how to prepare a custom designed, 3-D printed plastic base that will hold the micro-drives. We demonstrate how to construct the individual micro-drives and how to assemble the complete micro-drive array. Further preparation of the drive array for surgical implantation, such as the fabrication of tetrodes, loading of tetrodes into the drive array and gold-plating, is covered in a subsequent video article.


Asunto(s)
Análisis por Micromatrices/instrumentación , Neuronas/fisiología , Animales , Electrofisiología/instrumentación , Electrofisiología/métodos , Análisis por Micromatrices/métodos , Ratas
14.
Artículo en Inglés | MEDLINE | ID: mdl-19163009

RESUMEN

EEG and LFP activity reflect the dynamic and organized interactions of neural ensembles; therefore, it may be possible to use the features of brain rhythms to determine the computational state of a neuronal network. When neuronal networks are activated, physical principles predict that the frequency content of the field potential should reflect the network state, per se, and ergo the state transition. A novel way for characterizing brain states is by quantifying the temporal structure of AM and FM activity (change in amplitude and frequency over time) for brain rhythms of interest. The concept of AM and FM, in the quantitative sense, is virtually unexplored in systems neuroscience. This is not surprising considering estimation of FM activity requires fine temporal and precise estimation of instantaneous frequency. For AM activity, the absolute value of the Hilbert transform is sufficient. Here, we outline a practical pole tracking algorithm which uses a Kalman filter for univariate AR processes to estimate instantaneous frequency. We demonstrate the filter performance using simulated chirp and real EEG/LFP data recorded from the rat hippocampus; and show that AM/FM activity in EEG/LFP is temporally structured and dependent on behavioral and cognitive state. This algorithm has the potential to be a practical tool for characterizing fundamental structure in electrophysiology data and classifying computational states in the brain.


Asunto(s)
Electroencefalografía/estadística & datos numéricos , Hipocampo/fisiología , Algoritmos , Animales , Sesgo , Ingeniería Biomédica , Fenómenos Electrofisiológicos , Modelos Neurológicos , Red Nerviosa/fisiología , Periodicidad , Ratas , Ritmo Teta/estadística & datos numéricos
15.
Network ; 14(1): 61-82, 2003 Feb.
Artículo en Inglés | MEDLINE | ID: mdl-12617059

RESUMEN

Multi-electrode recordings in neural tissue contain the action potential waveforms of many closely spaced neurons. While we can observe the action potential waveforms, we cannot observe which neuron is the source for which waveform nor how many source neurons are being recorded. Current spike-sorting algorithms solve this problem by assuming a fixed number of source neurons and assigning the action potentials given this fixed number. We model the spike waveforms as an anisotropic Gaussian mixture model and present, as an alternative, a reversible-jump Markov chain Monte Carlo (MCMC) algorithm to simultaneously estimate the number of source neurons and to assign each action potential to a source. We derive this MCMC algorithm and illustrate its application using simulated three-dimensional data and real four-dimensional feature vectors extracted from tetrode recordings of rat entorhinal cortex neurons. In the analysis of the simulated data our algorithm finds the correct number of mixture components (sources) and classifies the action potential waveforms with minimal error. In the analysis of real data, our algorithm identifies clusters closely resembling those previously identified by a user-dependent graphical clustering procedure. Our findings suggest that a reversible-jump MCMC algorithm could offer a new strategy for designing automated spike-sorting algorithms.


Asunto(s)
Potenciales de Acción/fisiología , Cadenas de Markov , Método de Montecarlo , Neuronas/fisiología , Algoritmos , Animales , Teorema de Bayes , Análisis por Conglomerados , Simulación por Computador , Electrofisiología/métodos , Modelos Neurológicos , Ratas
16.
Neural Comput ; 16(2): 277-307, 2004 Feb.
Artículo en Inglés | MEDLINE | ID: mdl-15006097

RESUMEN

Neural spike train decoding algorithms and techniques to compute Shannon mutual information are important methods for analyzing how neural systems represent biological signals. Decoding algorithms are also one of several strategies being used to design controls for brain-machine interfaces. Developing optimal strategies to design decoding algorithms and compute mutual information are therefore important problems in computational neuroscience. We present a general recursive filter decoding algorithm based on a point process model of individual neuron spiking activity and a linear stochastic state-space model of the biological signal. We derive from the algorithm new instantaneous estimates of the entropy, entropy rate, and the mutual information between the signal and the ensemble spiking activity. We assess the accuracy of the algorithm by computing, along with the decoding error, the true coverage probability of the approximate 0.95 confidence regions for the individual signal estimates. We illustrate the new algorithm by reanalyzing the position and ensemble neural spiking activity of CA1 hippocampal neurons from two rats foraging in an open circular environment. We compare the performance of this algorithm with a linear filter constructed by the widely used reverse correlation method. The median decoding error for Animal 1 (2) during 10 minutes of open foraging was 5.9 (5.5) cm, the median entropy was 6.9 (7.0) bits, the median information was 9.4 (9.4) bits, and the true coverage probability for 0.95 confidence regions was 0.67 (0.75) using 34 (32) neurons. These findings improve significantly on our previous results and suggest an integrated approach to dynamically reading neural codes, measuring their properties, and quantifying the accuracy with which encoded information is extracted.


Asunto(s)
Potenciales de Acción/fisiología , Algoritmos , Hipocampo/fisiología , Red Nerviosa/fisiología , Neuronas/fisiología , Animales , Conducta Exploratoria/fisiología , Redes Neurales de la Computación , Ratas , Ratas Long-Evans , Tiempo de Reacción/fisiología , Reproducibilidad de los Resultados , Procesamiento de Señales Asistido por Computador , Procesos Estocásticos , Transmisión Sináptica/fisiología
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