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Here we consider the value of neural population analysis as an approach to understanding how information is represented in the hippocampus and cortical areas and how these areas might interact as a brain system to support memory. We argue that models based on sparse coding of different individual features by single neurons in these areas (e.g., place cells, grid cells) are inadequate to capture the complexity of experience represented within this system. By contrast, population analyses of neurons with denser coding and mixed selectivity reveal new and important insights into the organization of memories. Furthermore, comparisons of the organization of information in interconnected areas suggest a model of hippocampal-cortical interactions that mediates the fundamental features of memory.
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Córtex Entorrinal/fisiologia , Hipocampo/fisiologia , Memória/fisiologia , Modelos Neurológicos , Córtex Perirrinal/fisiologia , Córtex Pré-Frontal/fisiologia , Animais , HumanosRESUMO
Memories can be recalled at different levels of resolution, from a detailed rendition of specific events within a single experience to a broad generalization across multiple related experiences. Here we provide evidence that neural representations reflecting the specificity or generality of memories are differentially represented along the dorsoventral axis of the CA3 area of the rat hippocampus. In dorsal CA3, neurons rapidly associate the identity of events with specific locations whereas, in more ventrally located CA3 regions, neurons gradually accumulate information across extended training to form representations that generalize across related events within a spatial context and distinguish events across contexts.
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Aprendizagem por Associação/fisiologia , Região CA3 Hipocampal/citologia , Região CA3 Hipocampal/fisiologia , Neurônios/fisiologia , Potenciais de Ação/fisiologia , Análise de Variância , Animais , Mapeamento Encefálico , Região CA3 Hipocampal/lesões , Agonistas de Aminoácidos Excitatórios/toxicidade , Comportamento Exploratório/fisiologia , Generalização Psicológica/fisiologia , Masculino , N-Metilaspartato/toxicidade , Ratos , Ratos Long-Evans , RecompensaRESUMO
BACKGROUND: Angelman syndrome (AS) is a rare neurodevelopmental disorder characterized by the absence of a functional UBE3A gene, which causes developmental, behavioral, and medical challenges. While currently untreatable, comprehensive data could help identify appropriate endpoints assessing meaningful improvements in clinical trials. Herein are reported the results from the FREESIAS study assessing the feasibility and utility of in-clinic and at-home measures of key AS symptoms. METHODS: Fifty-five individuals with AS (aged < 5 years: n = 16, 5-12 years: n = 27, ≥ 18 years: n = 12; deletion genotype: n = 40, nondeletion genotype: n = 15) and 20 typically developing children (aged 1-12 years) were enrolled across six USA sites. Several clinical outcome assessments and digital health technologies were tested, together with overnight 19-lead electroencephalography (EEG) and additional polysomnography (PSG) sensors. Participants were assessed at baseline (Clinic Visit 1), 12 months later (Clinic Visit 2), and during intermittent home visits. RESULTS: The participants achieved high completion rates for the clinical outcome assessments (adherence: 89-100% [Clinic Visit 1]; 76-91% [Clinic Visit 2]) and varied feasibility of and adherence to digital health technologies. The coronavirus disease 2019 (COVID-19) pandemic impacted participants' uptake of and/or adherence to some measures. It also potentially impacted the at-home PSG/EEG recordings, which were otherwise feasible. Participants achieved Bayley-III results comparable to the available natural history data, showing similar scores between individuals aged ≥ 18 and 5-12 years. Also, participants without a deletion generally scored higher on most clinical outcome assessments than participants with a deletion. Furthermore, the observed AS EEG phenotype of excess delta-band power was consistent with prior reports. CONCLUSIONS: Although feasible clinical outcome assessments and digital health technologies are reported herein, further improved assessments of meaningful AS change are needed. Despite the COVID-19 pandemic, remote assessments facilitated high adherence levels and the results suggested that at-home PSG/EEG might be a feasible alternative to the in-clinic EEG assessments. Taken altogether, the combination of in-clinic/at-home clinical outcome assessments, digital health technologies, and PSG/EEG may improve protocol adherence, reduce patient burden, and optimize study outcomes in AS and other rare disease populations.
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Síndrome de Angelman , COVID-19 , Humanos , Síndrome de Angelman/complicações , Estudos Prospectivos , Pandemias , EletroencefalografiaRESUMO
Phase-amplitude cross-frequency coupling (CFC) between theta (4-12 Hz) and gamma (30-100 Hz) oscillations occurs frequently in the hippocampus. However, it still remains unclear whether theta-gamma coupling has any functional significance. To address this issue, we studied CFC in local field potential oscillations recorded from the CA3 region of the dorsal hippocampus of rats as they learned to associate items with their spatial context. During the course of learning, the amplitude of the low gamma subband (30-60 Hz) became more strongly modulated by theta phase in CA3, and higher levels of theta-gamma modulation were maintained throughout overtraining sessions. Furthermore, the strength of theta-gamma coupling was directly correlated with the increase in performance accuracy during learning sessions. These findings suggest a role for hippocampal theta-gamma coupling in memory recall.
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Aprendizagem por Associação/fisiologia , Ritmo Teta , Animais , Hipocampo/fisiologia , Locomoção/fisiologia , Estimulação Física , Ratos , Análise e Desempenho de TarefasRESUMO
The association of specific events with the context in which they occur is a fundamental feature of episodic memory. However, the underlying network mechanisms generating what-where associations are poorly understood. Recently we reported that some hippocampal principal neurons develop representations of specific events occurring in particular locations (item-position cells). Here, we investigate the emergence of item-position selectivity as rats learn new associations for reward and find that before the animal's performance rises above chance in the task, neurons that will later become item-position cells have a strong selective bias toward one of two behavioral responses, which the animal will subsequently make to that stimulus. This response bias results in an asymmetry of neural activity on correct and error trials that could drive the emergence of particular item specificities based on a simple reward-driven synaptic plasticity mechanism.
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Comportamento Exploratório/fisiologia , Comportamento Alimentar/fisiologia , Hipocampo/fisiologia , Memória Episódica , Neurônios/fisiologia , Reforço Psicológico , Recompensa , Percepção Espacial/fisiologia , Potenciais de Ação , Animais , Discriminação Psicológica/fisiologia , Modelos Neurológicos , Plasticidade Neuronal/fisiologia , Odorantes , RatosRESUMO
INTRODUCTION: The lack of ideal measurement of treatment efficacy is a well acknowledged problem in the epilepsy community, both in clinical care and clinical trials. Whilst still the current gold-standard, self-reported seizure frequency significantly underestimates the true number of seizures and does not account for any other at least equally important outcome parameters, such as neurodevelopment and cognition. With the rise of disease modifying treatments, the need for more reliable endpoints in practice and clinical trials becomes more pressing. In this paper we assembled an expert panel to discuss the nature of these needs, current limitations, and obstacles based on a survey amongst these experts who were queried about the most important issues regarding the use of electroencephalography (EEG) parameters as endpoints in clinical drug and device development. METHODS: A structured survey was sent to a group of experts in the design and conduct of epilepsy trials in adults and children. This was followed by a virtual in-person meeting discussing the results of the trial and identifying a list of most important issues. RESULTS: Six clinical trialists and 5 individuals from pharmaceutical companies returned the survey containing 14 questions, and 8 clinical trialists and 10 pharma-representatives attended the meeting. Three main issues were identified (1) lack of accuracy of seizure diaries due to nocturnal seizures, subtle motor seizures, impairment of consciousness and lack of awareness of the seizure by the patient (2) inter-rater variability of EEG assessment (3) lack of standardization regarding definition(s) of seizures (clinical and electrographic), EEG recording methods and EEG data management. Recommended solutions included (1) validation of EEG parameters as biomarkers and use of wearables (2) development of a manual that describes EEG rating criteria, protocol for validation by > 1 central reader and use of a resolution of disagreements reporting template (3) standardization of EEG recording, data management and reporting. DISCUSSION & CONCLUSION: Current developments in research and technology seem promising to advance the use of EEG parameters as potential endpoints and offer partial solutions to the current needs. However, continuous, focused and collaborative efforts of all stakeholders (academia, industry and regulatory agencies) are needed to formulate guidelines, validate emerging technologies and approve them for use in trials. It is the intent of this opinion "position paper" to stimulate those efforts.
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Anticonvulsivantes , Epilepsia , Adulto , Criança , Humanos , Anticonvulsivantes/uso terapêutico , Eletroencefalografia , Epilepsia/diagnóstico , Epilepsia/tratamento farmacológico , Convulsões/tratamento farmacológico , Resultado do Tratamento , Ensaios Clínicos como AssuntoRESUMO
Angelman syndrome is a neurodevelopmental disorder caused by deficiency of the maternally inherited UBE3A gene in neurons. Antisense oligonucleotide therapies are under development to reinstate UBE3A protein production. Non-invasive biomarkers to detect target engagement and treatment response are needed to support clinical trials. Delta power measured in the scalp EEG is a reliable biomarker for Angelman syndrome but varies widely across individuals and throughout development, making detection of a treatment effect using single measurements challenging. We utilized a longitudinal dataset of 204 EEG recordings from 56 subjects with Angelman syndrome to develop a natural history model of delta (2-4â Hz) power, with predictors of age, elapsed time, and relative delta power at an initial recording. Using this model, we computed the sample and effect sizes needed to detect a treatment effect in a human clinical trial with 80% power. We applied the same model structure to a mouse model of Angelman syndrome (n = 41) to detect antisense oligonucleotide-mediated treatment effects on absolute delta activity and Ube3a expression. In humans, delta power at a second time point can be reliably predicted using the natural history model. In mice, a treatment effect can be detected after antisense oligonucleotide treatment targeting the Ube3a-antisense transcript through at least 8 weeks post-treatment (P < 1e-15). Deviations in delta power from the expected natural history correlated with Ube3a expression in the mouse model (P < 0.001). Deviations in delta power from a human natural history model in Angelman syndrome can detect antisense oligonucleotide-mediated improvement in Ube3a expression in Angelman syndrome mice and may be relevant for human clinical trials.
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The hippocampus and neocortex are theorized to be crucial partners in the formation of long-term memories. Here, we assess hippocampal involvement in two related forms of experience-dependent plasticity in the primary visual cortex (V1) of mice. Like control animals, those with hippocampal lesions exhibit potentiation of visually evoked potentials after passive daily exposure to a phase-reversing oriented grating stimulus, which is accompanied by long-term habituation of a reflexive behavioral response. Thus, low-level recognition memory is formed independently of the hippocampus. However, response potentiation resulting from daily exposure to a fixed sequence of four oriented gratings is severely impaired in mice with hippocampal damage. A feature of sequence plasticity in V1 of controls, which is absent in lesioned mice, is the generation of predictive responses to an anticipated stimulus element when it is withheld or delayed. Thus, the hippocampus is involved in encoding temporally structured experience, even within the primary sensory cortex.
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Neocórtex , Córtex Visual , Animais , Hipocampo/fisiologia , Potenciação de Longa Duração , Memória de Longo Prazo/fisiologia , Camundongos , Plasticidade Neuronal/fisiologia , Córtex Visual/fisiologiaRESUMO
OBJECTIVE: Angelman syndrome (AS) is a severe neurodevelopmental disorder caused by loss of function of the maternally inherited UBE3A gene in neurons. Promising disease-modifying treatments to reinstate UBE3A expression are under development and an early measure of treatment response is critical to their deployment in clinical trials. Increased delta power in EEG recordings, reflecting abnormal neuronal synchrony, occurs in AS across species and correlates with genotype. Whether delta power provides a reliable biomarker for clinical symptoms remains unknown. METHODS: We analyzed combined EEG recordings and developmental assessments in a large cohort of individuals with AS (N = 82 subjects, 133 combined EEG and cognitive assessments, 1.08-28.16 years; 32F) and evaluated delta power as a biomarker for cognitive function, as measured by the Bayley Cognitive Score. We examined the robustness of this biomarker to varying states of consciousness, recording techniques and analysis procedures. RESULTS: Delta power predicted the Bayley Scale cognitive score (P < 10-5 , R2 = 0.9374) after controlling for age (P < 10-24 ), genotype:age (P < 10-11 ), and repeat assessments (P < 10-8 ), with the excellent fit on cross validation (R2 = 0.95). There were no differences in model performance across states of consciousness or bipolar versus average montages (ΔAIC < 2). Models using raw data excluding frontal channels outperformed other models (ΔAIC > 4) and predicted performance in expressive (P = 0.0209) and receptive communication (P < 10-3 ) and fine motor skills (P < 10-4 ). INTERPRETATION: Delta power is a simple, direct measure of neuronal activity that reliably correlates with cognitive function in AS. This electrophysiological biomarker offers an objective, clinically relevant endpoint for treatment response in emerging clinical trials.
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Síndrome de Angelman/fisiopatologia , Síndrome de Angelman/psicologia , Cognição/fisiologia , Ritmo Delta/fisiologia , Adolescente , Adulto , Síndrome de Angelman/diagnóstico , Criança , Pré-Escolar , Eletroencefalografia/métodos , Feminino , Humanos , Lactente , Masculino , Valor Preditivo dos Testes , Ubiquitina-Proteína Ligases/genética , Adulto JovemRESUMO
Previous research indicates a critical role of the hippocampus in memory for events in the context in which they occur. However, studies to date have not provided compelling evidence that hippocampal neurons encode event-context conjunctions directly associated with this kind of learning. Here we report that, as animals learn different meanings for items in distinct contexts, individual hippocampal neurons develop responses to specific stimuli in the places where they have differential significance. Furthermore, this conjunctive coding evolves in the form of enhanced item-specific responses within a subset of the preexisting spatial representation. These findings support the view that conjunctive representations in the hippocampus underlie the acquisition of context-specific memories.
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Aprendizagem por Discriminação/fisiologia , Meio Ambiente , Hipocampo/fisiologia , Neurônios/fisiologia , Potenciais de Ação , Análise de Variância , Animais , Eletrodos Implantados , Masculino , Memória/fisiologia , Prática Psicológica , Ratos , Ratos Long-Evans , Recompensa , Percepção Espacial/fisiologiaRESUMO
Neuronal oscillations of different frequencies can interact in several ways. There has been particular interest in the modulation of the amplitude of high-frequency oscillations by the phase of low-frequency oscillations, since recent evidence suggests a functional role for this type of cross-frequency coupling (CFC). Phase-amplitude coupling has been reported in continuous electrophysiological signals obtained from the brain at both local and macroscopic levels. In the present work, we present a new measure for assessing phase-amplitude CFC. This measure is defined as an adaptation of the Kullback-Leibler distance-a function that is used to infer the distance between two distributions-and calculates how much an empirical amplitude distribution-like function over phase bins deviates from the uniform distribution. We show that a CFC measure defined this way is well suited for assessing the intensity of phase-amplitude coupling. We also review seven other CFC measures; we show that, by some performance benchmarks, our measure is especially attractive for this task. We also discuss some technical aspects related to the measure, such as the length of the epochs used for these analyses and the utility of surrogate control analyses. Finally, we apply the measure and a related CFC tool to actual hippocampal recordings obtained from freely moving rats and show, for the first time, that the CA3 and CA1 regions present different CFC characteristics.
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Potenciais de Ação/fisiologia , Relógios Biológicos/fisiologia , Hipocampo/citologia , Modelos Neurológicos , Rede Nervosa/fisiologia , Neurônios/fisiologia , Animais , Ratos , Fatores de TempoRESUMO
Independently adjustable multielectrode arrays are routinely used to interrogate neuronal circuit function, enabling chronic in vivo monitoring of neuronal ensembles in freely behaving animals at a single-cell, single spike resolution. Despite the importance of this approach, its widespread use is limited by highly specialized design and fabrication methods. To address this, we have developed a Scalable, Lightweight, Integrated and Quick-to-assemble multielectrode array platform. This platform additionally integrates optical fibers with independently adjustable electrodes to allow simultaneous single unit recordings and circuit-specific optogenetic targeting and/or manipulation. In current designs, the fully assembled platforms are scalable from 2 to 32 microdrives, and yet range 1-3 g, light enough for small animals. Here, we describe the design process starting from intent in computer-aided design, parameter testing through finite element analysis and experimental means, and implementation of various applications across mice and rats. Combined, our methods may expand the utility of multielectrode recordings and their continued integration with other tools enabling functional dissection of intact neural circuits.
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Desenho Assistido por Computador , Fenômenos Eletrofisiológicos/fisiologia , Eletrofisiologia/instrumentação , Desenho de Equipamento , Microeletrodos , Neurônios/fisiologia , Técnicas de Patch-Clamp/instrumentação , Animais , RoedoresRESUMO
The roles played by cortical inhibitory neurons in experience-dependent plasticity are not well understood. Here we evaluate the participation of parvalbumin-expressing (PV+) GABAergic neurons in two forms of experience-dependent modification of primary visual cortex (V1) in adult mice: ocular dominance (OD) plasticity resulting from monocular deprivation and stimulus-selective response potentiation (SRP) resulting from enriched visual experience. These two forms of plasticity are triggered by different events but lead to a similar increase in visual cortical response. Both also require the NMDA class of glutamate receptor (NMDAR). However, we find that PV+ inhibitory neurons in V1 play a critical role in the expression of SRP and its behavioral correlate of familiarity recognition, but not in the expression of OD plasticity. Furthermore, NMDARs expressed within PV+ cells, reversibly inhibited by the psychotomimetic drug ketamine, play a critical role in SRP, but not in the induction or expression of adult OD plasticity.
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Neurônios GABAérgicos/metabolismo , Neurônios GABAérgicos/fisiologia , Plasticidade Neuronal , Parvalbuminas/metabolismo , Córtex Visual/fisiologia , Animais , Camundongos , Receptores de N-Metil-D-Aspartato/metabolismoRESUMO
Male songbirds typically require exposure to normal adult conspecific song during development in order to learn a normal song of their own. Females require exposure to conspecific song during development in order to select high-quality, learned song over the incomplete song produced by males reared in isolation. Altering males' opportunity for song learning during development affects the neuroanatomy of brain regions involved in song production (the song system), but in females the neural effects of song learning are unknown. We raised male and female zebra finches (Taeniopygia guttata) with differing amounts of exposure to singing males during development. At 120 days, we Golgi-stained their brains and measured the frequency of dendritic spines in brain areas used in song perception or production. We found that females reared with little or no exposure to song have 31% fewer dendritic spines per unit length of dendrite in caudomedial nidopallium (NCM), a brain area activated by song perception, compared to control females. The deprived females had small deficits in the frequency of spines in HVC, a region activated by song production in males. Males with limited exposure to song had a 24% lower spine density in HVC than controls but only a 10% lower density in NCM. These data support the hypothesis that NCM is important in auditory learning, while HVC is involved in sensorimotor learning, and that these capacities are differentially emphasized in the two sexes.
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Córtex Auditivo/patologia , Espinhas Dendríticas/patologia , Neurônios/patologia , Caracteres Sexuais , Meio Social , Animais , Animais Recém-Nascidos , Córtex Auditivo/fisiologia , Comportamento Animal , Contagem de Células/métodos , Feminino , Masculino , Redes Neurais de Computação , Coloração pela Prata/métodos , Vocalização Animal/fisiologia , Peixe-ZebraRESUMO
Familiarity with stimuli that bring neither reward nor punishment, manifested through behavioral habituation, enables organisms to detect novelty and devote cognition to important elements of the environment. Here we describe in mice a form of long-term behavioral habituation to visual grating stimuli that is selective for stimulus orientation. Orientation-selective habituation (OSH) can be observed both in exploratory behavior in an open arena and in a stereotyped motor response to visual stimuli in head-restrained mice. We found that the latter behavioral response, termed a 'vidget', requires V1. Parallel electrophysiological recordings in V1 revealed that plasticity, in the form of stimulus-selective response potentiation (SRP), occurred in layer 4 of V1 as OSH developed. Local manipulations of V1 that prevented and reversed electrophysiological modifications likewise prevented and reversed memory demonstrated behaviorally. These findings suggest that a form of long-term visual recognition memory is stored via synaptic plasticity in primary sensory cortex.
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Fenômenos Eletrofisiológicos/fisiologia , Habituação Psicofisiológica/fisiologia , Memória de Longo Prazo/fisiologia , Plasticidade Neuronal/fisiologia , Reconhecimento Visual de Modelos/fisiologia , Córtex Visual/fisiologia , Animais , Comportamento Animal/fisiologia , Potenciais Evocados Visuais/fisiologia , Masculino , Camundongos , Camundongos Endogâmicos C57BL , Córtex Somatossensorial , Córtex Visual/citologiaRESUMO
Here we describe a model of medial temporal lobe organization in which parallel "what" and "where" processing streams converge within the hippocampus to represent events in the spatio-temporal context in which they occurred; this circuitry also mediates the retrieval of context from event cues and vice versa, which are prototypes of episodic recall. Evidence from studies in animals are reviewed in support of this model, including experiments that distinguish characteristics of episodic recollection from familiarity, neuropsychological and recording studies that have identified a key role for the hippocampus in recollection and in associating events with the context in which they occurred, and distinct roles for parahippocampal region areas in separate "what" and "where" information processing that contributes to recollective and episodic memory.