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1.
Cell ; 185(6): 1082-1100.e24, 2022 03 17.
Artículo en Inglés | MEDLINE | ID: mdl-35216674

RESUMEN

We assembled a semi-automated reconstruction of L2/3 mouse primary visual cortex from ∼250 × 140 × 90 µm3 of electron microscopic images, including pyramidal and non-pyramidal neurons, astrocytes, microglia, oligodendrocytes and precursors, pericytes, vasculature, nuclei, mitochondria, and synapses. Visual responses of a subset of pyramidal cells are included. The data are publicly available, along with tools for programmatic and three-dimensional interactive access. Brief vignettes illustrate the breadth of potential applications relating structure to function in cortical circuits and neuronal cell biology. Mitochondria and synapse organization are characterized as a function of path length from the soma. Pyramidal connectivity motif frequencies are predicted accurately using a configuration model of random graphs. Pyramidal cells receiving more connections from nearby cells exhibit stronger and more reliable visual responses. Sample code shows data access and analysis.


Asunto(s)
Neocórtex , Animales , Ratones , Microscopía Electrónica , Neocórtex/fisiología , Orgánulos , Células Piramidales/fisiología , Sinapsis/fisiología
2.
Cell ; 168(1-2): 295-310.e19, 2017 Jan 12.
Artículo en Inglés | MEDLINE | ID: mdl-28041852

RESUMEN

The deep dorsal horn is a poorly characterized spinal cord region implicated in processing low-threshold mechanoreceptor (LTMR) information. We report an array of mouse genetic tools for defining neuronal components and functions of the dorsal horn LTMR-recipient zone (LTMR-RZ), a role for LTMR-RZ processing in tactile perception, and the basic logic of LTMR-RZ organization. We found an unexpectedly high degree of neuronal diversity in the LTMR-RZ: seven excitatory and four inhibitory subtypes of interneurons exhibiting unique morphological, physiological, and synaptic properties. Remarkably, LTMRs form synapses on between four and 11 LTMR-RZ interneuron subtypes, while each LTMR-RZ interneuron subtype samples inputs from at least one to three LTMR classes, as well as spinal cord interneurons and corticospinal neurons. Thus, the LTMR-RZ is a somatosensory processing region endowed with a neuronal complexity that rivals the retina and functions to pattern the activity of ascending touch pathways that underlie tactile perception.


Asunto(s)
Médula Espinal/citología , Médula Espinal/metabolismo , Sinapsis , Animales , Axones/metabolismo , Dendritas/metabolismo , Interneuronas/citología , Interneuronas/metabolismo , Mecanorreceptores/metabolismo , Ratones , Biología Molecular/métodos , Vías Nerviosas , Percepción del Tacto
3.
J Neurosci ; 44(7)2024 Feb 14.
Artículo en Inglés | MEDLINE | ID: mdl-38123997

RESUMEN

Neurons typically generate action potentials at their axon initial segment based on the integration of synaptic inputs. In many neurons, the axon extends from the soma, equally weighting dendritic inputs. A notable exception is found in a subset of hippocampal pyramidal cells where the axon emerges from a basal dendrite. This structure allows these axon-carrying dendrites (AcDs) a privileged input route. We found that in male mice, such cells in the CA1 region receive stronger excitatory input from the contralateral CA3, compared with those with somatic axon origins. This is supported by a higher count of putative synapses from contralateral CA3 on the AcD. These findings, combined with prior observations of their distinct role in sharp-wave ripple firing, suggest a key role of this neuron subset in coordinating bi-hemispheric hippocampal activity during memory-centric oscillations.


Asunto(s)
Hipocampo , Células Piramidales , Masculino , Ratones , Animales , Células Piramidales/fisiología , Hipocampo/fisiología , Neuronas/fisiología , Dendritas/fisiología , Potenciales de Acción/fisiología , Sinapsis/fisiología , Región CA1 Hipocampal/fisiología
4.
J Neurosci ; 44(33)2024 Aug 14.
Artículo en Inglés | MEDLINE | ID: mdl-39025678

RESUMEN

The hippocampal CA3 region plays an important role in learning and memory. CA3 pyramidal neurons (PNs) receive two prominent excitatory inputs-mossy fibers (MFs) from dentate gyrus (DG) and recurrent collaterals (RCs) from CA3 PNs-that play opposing roles in pattern separation and pattern completion, respectively. Although the dorsoventral heterogeneity of the hippocampal anatomy, physiology, and behavior has been well established, nothing is known about the dorsoventral heterogeneity of synaptic connectivity in CA3 PNs. In this study, we performed Timm's sulfide silver staining, dendritic and spine morphological analyses, and ex vivo electrophysiology in mice of both sexes to investigate the heterogeneity of MF and RC pathways along the CA3 dorsoventral axis. Our morphological analyses demonstrate that ventral CA3 (vCA3) PNs possess greater dendritic lengths and more complex dendritic arborization, compared with dorsal CA3 (dCA3) PNs. Moreover, using ChannelRhodopsin2 (ChR2)-assisted patch-clamp recording, we found that the ratio of the RC-to-MF excitatory drive onto CA3 PNs increases substantially from dCA3 to vCA3, with vCA3 PNs receiving significantly weaker MFs, but stronger RCs, excitation than dCA3 PNs. Given the distinct roles of MF versus RC inputs in pattern separation versus completion, our findings of the significant dorsoventral variations of MF and RC excitation in CA3 PNs may have important functional implications for the contribution of CA3 circuit to the dorsoventral difference in hippocampal function.


Asunto(s)
Región CA3 Hipocampal , Células Piramidales , Sinapsis , Animales , Ratones , Células Piramidales/fisiología , Región CA3 Hipocampal/fisiología , Región CA3 Hipocampal/citología , Masculino , Femenino , Sinapsis/fisiología , Ratones Endogámicos C57BL , Fibras Musgosas del Hipocampo/fisiología , Dendritas/fisiología , Vías Nerviosas/fisiología
5.
Mol Ther ; 31(3): 825-846, 2023 03 01.
Artículo en Inglés | MEDLINE | ID: mdl-36638800

RESUMEN

Blindness caused by advanced stages of inherited retinal diseases and age-related macular degeneration are characterized by photoreceptor loss. Cell therapy involving replacement with functional photoreceptor-like cells generated from human pluripotent stem cells holds great promise. Here, we generated a human recombinant retina-specific laminin isoform, LN523, and demonstrated the role in promoting the differentiation of human embryonic stem cells into photoreceptor progenitors. This chemically defined and xenogen-free method enables reproducible production of photoreceptor progenitors within 32 days. We observed that the transplantation into rd10 mice were able to protect the host photoreceptor outer nuclear layer (ONL) up to 2 weeks post transplantation as measured by full-field electroretinogram. At 4 weeks post transplantation, the engrafted cells were found to survive, mature, and associate with the host's rod bipolar cells. Visual behavioral assessment using the water maze swimming test demonstrated visual improvement in the cell-transplanted rodents. At 20 weeks post transplantation, the maturing engrafted cells were able to replace the loss of host ONL by extensive association with host bipolar cells and synapses. Post-transplanted rabbit model also provided congruent evidence for synaptic connectivity with the degenerated host retina. The results may pave the way for the development of stem cell-based therapeutics for retina degeneration.


Asunto(s)
Células Madre Pluripotentes , Degeneración Retiniana , Humanos , Ratones , Animales , Conejos , Laminina/genética , Retina , Células Fotorreceptoras , Degeneración Retiniana/genética , Degeneración Retiniana/terapia , Diferenciación Celular
6.
Int J Mol Sci ; 25(18)2024 Sep 18.
Artículo en Inglés | MEDLINE | ID: mdl-39337507

RESUMEN

Phenylketonuria (PKU) is the most common inherited disorder of amino acid metabolism, characterized by high levels of phenylalanine (Phe) in the blood and brain, leading to cognitive impairment without treatment. Nevertheless, Phe-mediated brain dysfunction is not fully understood. The objective of this study was to address gene expression alterations due to excessive Phe exposure in the human neuronal model and provide molecular advances in PKU pathophysiology. Hence, we performed NT2/D1 differentiation in culture, and, for the first time, we used Phe-treated NT2-derived neurons (NT2/N) as a novel model for Phe-mediated neuronal impairment. NT2/N were treated with 1.25 mM, 2.5 mM, 5 mM, 10 mM, and 30 mM Phe and subjected to whole-mRNA short-read sequencing. Differentially expressed genes (DEGs) were analyzed and enrichment analysis was performed. Under three different Phe concentrations (2.5 mM, 5 mM, and 10 mM), DEGs pointed to the PREX1, LRP4, CDC42BPG, GPR50, PRMT8, RASGRF2, and CDH6 genes, placing them in the context of PKU for the first time. Enriched processes included dendrite and axon impairment, synaptic transmission, and membrane assembly. In contrast to these groups, the 30 mM Phe treatment group clearly represented the neurotoxicity of Phe, exhibiting enrichment in apoptotic pathways. In conclusion, we established NT2/N as a novel model for Phe-mediated neuronal dysfunction and outlined the Phe-induced gene expression changes resulting in neurite impairment and altered synaptic connectivity.


Asunto(s)
Perfilación de la Expresión Génica , Neuritas , Neuronas , Fenilalanina , Humanos , Fenilalanina/farmacología , Neuritas/metabolismo , Neuritas/efectos de los fármacos , Neuronas/metabolismo , Neuronas/efectos de los fármacos , Transcriptoma , Sinapsis/metabolismo , Sinapsis/efectos de los fármacos , Fenilcetonurias/metabolismo , Fenilcetonurias/genética , Diferenciación Celular/efectos de los fármacos , Regulación de la Expresión Génica/efectos de los fármacos
7.
Mol Cell Neurosci ; 123: 103786, 2022 12.
Artículo en Inglés | MEDLINE | ID: mdl-36252719

RESUMEN

Axonal transport is a major cellular process that mediates bidirectional signaling between the soma and synapse, enabling both intracellular and intercellular communications. Cellular materials, such as proteins, RNAs, and organelles, are transported by molecular motor proteins along cytoskeletal highways in a highly regulated manner. Several studies have demonstrated that axonal transport is central to normal neuronal function, plasticity, and memory storage. Importantly, disruptions in axonal transport result in neuronal dysfunction and are associated with several neurodegenerative disorders. However, we do not know much about axonal transport deficits in neuropsychiatric disorders. Here, we briefly discuss our current understanding of the role of axonal transport in schizophrenia, bipolar and autism.


Asunto(s)
Transporte Axonal , Sinapsis , Transporte Axonal/fisiología , Sinapsis/metabolismo , Neuronas/metabolismo , Transducción de Señal , Axones/metabolismo
8.
Cereb Cortex ; 32(1): 76-92, 2021 11 23.
Artículo en Inglés | MEDLINE | ID: mdl-34289029

RESUMEN

The parasubiculum (PaS) is located within the parahippocampal region, where it is thought to be involved in the processing of spatial navigational information. It contains a number of functionally specialized neuron types including grid cells, head direction cells, and border cells; and provides input into layer 2 of the medial entorhinal cortex where grid cells are abundantly located. The local circuitry within the PaS remains so far undefined but may provide clues as to the emergence of spatially tuned firing properties of neurons in this region. We used simultaneous patch-clamp recordings to determine the connectivity rates between the 3 major groups of neurons found in the PaS. We find high rates of interconnectivity between the pyramidal class and interneurons, as well as features of pyramid-to-pyramid interactions indicative of a nonrandom network. The microcircuit that we uncover shares both similarities and divergences to those from other parahippocampal regions also involved in spatial navigation.


Asunto(s)
Corteza Entorrinal , Navegación Espacial , Potenciales de Acción/fisiología , Corteza Entorrinal/fisiología , Interneuronas/fisiología , Neuronas/fisiología , Giro Parahipocampal/fisiología , Navegación Espacial/fisiología
9.
J Micromech Microeng ; 32(7)2022 Jul.
Artículo en Inglés | MEDLINE | ID: mdl-35814808

RESUMEN

Among approaches aiming toward functional nervous system restoration, those implementing microfabrication techniques allow the manufacture of platforms with distinct geometry where neurons can develop and be guided to form patterned connections in vitro. The interplay between neuronal development and the microenvironment, shaped by the physical limitations, remains largely unknown. Therefore, it is crucial to have an efficient way to quantify neuronal morphological changes induced by physical or contact guidance of the microenvironment. In this study, we first devise and assess a method to prepare anisotropic, gradient poly(dimethylsiloxane) micro-ridge/groove arrays featuring variable local pattern width. We then demonstrate the ability of this single substrate to simultaneously profile the morphologcial and synaptic connectivity changes of primary cultured hippocampal neurons reacting to variable physical conditons, throughout neurodevelopment, in vitro. The gradient microtopography enhanced adhesion within microgrooves, increasing soma density with decreasing pattern width. Decreasing pattern width also reduced dendritic arborization and increased preferential axon growth. Finally, decreasing pattern geometry inhibited presynaptic puncta architecture. Collectively, a method to examine structural development and connectivity in response to physical stimuli is established, and potentially provides insight into microfabricated geometries which promote neural regeneration and repair.

10.
J Neurosci ; 40(2): 447-458, 2020 01 08.
Artículo en Inglés | MEDLINE | ID: mdl-31719166

RESUMEN

Cognitive impairments are key features in multiple sclerosis (MS), a progressive disorder characterized by neuroinflammation-induced demyelination in the central nervous system. To understand the neural substrates that link demyelination to cognitive deficits in MS, we investigated hippocampal neurogenesis and synaptic connectivity of adult-born neurons, which play an essential role in cognitive function. The administration and withdrawal of the combination of cuprizone and rapamycin (Cup/Rap) in C57BL/6J male mice efficiently demyelinated and remyelinated the hippocampus, respectively. In the demyelinated hippocampus, neurogenesis was nearly absent in the dentate gyrus, which was due to inhibited proliferation of neural stem cells (NSCs). Specifically, radial glia-like type 1 NSCs were shifted from a proliferative state to a mitotically-quiescent state in the demyelinated hippocampus. In addition, dendritic spine densities of adult-born neurons were significantly decreased, indicating a reduction in synaptic connections between hippocampal newborn neurons and excitatory input neurons. Concomitant with hippocampal remyelination induced by withdrawal of Cup/Rap, proliferation of type 1 NSCs and dendritic spine densities of adult-born neurons reverted to normal in the hippocampus. Our study shows that proliferation of hippocampal NSCs and synaptic connectivity of adult-born neurons are inversely correlated with the level of demyelination, providing critical insight into hippocampal neurogenesis as a potential therapeutic target to treat cognitive deficits associated with MS.SIGNIFICANCE STATEMENT To identify the neural substrates that mediate cognitive dysfunctions associated with a majority of MS patients, we investigated hippocampal neurogenesis and structural development of adult-born neurons using a Cup/Rap model, which recapitulates the hippocampal demyelination that occurs in MS patients. A shift of NSCs from a proliferatively-active state to mitotically-quiescent state dramatically decreased neurogenesis in the demyelinated hippocampus. Formation of dendritic spines on newborn neurons was also impaired following demyelination. Interestingly, the altered neurogenesis and synaptic connectivity of newborn neurons were reversed to normal levels during remyelination. Thus, our study revealed reversible genesis and synaptic connectivity of adult-born neurons between the demyelinated and remyelinated hippocampus, suggesting hippocampal neurogenesis as a potential target to normalize cognitive impairments in MS patients.


Asunto(s)
Disfunción Cognitiva/patología , Hipocampo/patología , Esclerosis Múltiple , Vías Nerviosas/patología , Neurogénesis/fisiología , Animales , Proliferación Celular/fisiología , Disfunción Cognitiva/etiología , Cuprizona/toxicidad , Modelos Animales de Enfermedad , Masculino , Ratones , Ratones Endogámicos C57BL , Inhibidores de la Monoaminooxidasa/toxicidad , Esclerosis Múltiple/inducido químicamente , Esclerosis Múltiple/complicaciones , Esclerosis Múltiple/patología , Células-Madre Neurales/patología , Neuronas/patología
11.
J Comput Neurosci ; 49(2): 131-157, 2021 05.
Artículo en Inglés | MEDLINE | ID: mdl-33507429

RESUMEN

Observations of finely-timed spike relationships in population recordings have been used to support partial reconstruction of neural microcircuit diagrams. In this approach, fine-timescale components of paired spike train interactions are isolated and subsequently attributed to synaptic parameters. Recent perturbation studies strengthen the case for such an inference, yet the complete set of measurements needed to calibrate statistical models is unavailable. To address this gap, we study features of pairwise spiking in a large-scale in vivo dataset where presynaptic neurons were explicitly decoupled from network activity by juxtacellular stimulation. We then construct biophysical models of paired spike trains to reproduce the observed phenomenology of in vivo monosynaptic interactions, including both fine-timescale spike-spike correlations and firing irregularity. A key characteristic of these models is that the paired neurons are coupled by rapidly-fluctuating background inputs. We quantify a monosynapse's causal effect by comparing the postsynaptic train with its counterfactual, when the monosynapse is removed. Subsequently, we develop statistical techniques for estimating this causal effect from the pre- and post-synaptic spike trains. A particular focus is the justification and application of a nonparametric separation of timescale principle to implement synaptic inference. Using simulated data generated from the biophysical models, we characterize the regimes in which the estimators accurately identify the monosynaptic effect. A secondary goal is to initiate a critical exploration of neurostatistical assumptions in terms of biophysical mechanisms, particularly with regards to the challenging but arguably fundamental issue of fast, unobservable nonstationarities in background dynamics.


Asunto(s)
Modelos Neurológicos , Neuronas , Potenciales de Acción , Modelos Estadísticos
12.
Environ Health ; 20(1): 37, 2021 04 01.
Artículo en Inglés | MEDLINE | ID: mdl-33794904

RESUMEN

BACKGROUND: Exposure to the bioaccumulative pesticide dichlorodiphenyltrichloroethane (DDT) and its metabolite dichlorodiphenyldichloroethylene (DDE) has been associated with increased risk of insulin resistance and obesity in humans and experimental animals. These effects appear to be mediated by reduced brown adipose tissue (BAT) thermogenesis, which is regulated by the sympathetic nervous system. Although the neurotoxicity of DDT is well-established, whether DDT alters sympathetic innervation of BAT is unknown. We hypothesized that perinatal exposure to DDT or DDE promotes thermogenic dysfunction by interfering with sympathetic regulation of BAT thermogenesis. METHODS: Pregnant C57BL/6 J mice were administered environmentally relevant concentrations of DDTs (p,p'-DDT and o,p'-DDT) or DDE (p,p'-DDE), 1.7 mg/kg and 1.31 mg/kg, respectively, from gestational day 11.5 to postnatal day 5 by oral gavage, and longitudinal body temperature was recorded in male and female offspring. At 4 months of age, metabolic parameters were measured in female offspring via indirect calorimetry with or without the ß3 adrenergic receptor agonist, CL 316,243. Immunohistochemical and neurochemical analyses of sympathetic neurons innervating BAT were evaluated. RESULTS: We observed persistent thermogenic impairment in adult female, but not male, mice perinatally exposed to DDTs or p,p'-DDE. Perinatal DDTs exposure significantly impaired metabolism in adult female mice, an effect rescued by treatment with CL 316,243 immediately prior to calorimetry experiments. Neither DDTs nor p,p'-DDE significantly altered BAT morphology or the concentrations of norepinephrine and its metabolite DHPG in the BAT of DDTs-exposed mice. However, quantitative immunohistochemistry revealed a 20% decrease in sympathetic axons innervating BAT in adult female mice perinatally exposed to DDTs, but not p,p'-DDE, and 48 and 43% fewer synapses in stellate ganglia of mice exposed to either DDTs or p,p'-DDE, respectively, compared to control. CONCLUSIONS: These data demonstrate that perinatal exposure to DDTs or p,p'-DDE impairs thermogenesis by interfering with patterns of connectivity in sympathetic circuits that regulate BAT.


Asunto(s)
Tejido Adiposo Pardo/efectos de los fármacos , DDT/toxicidad , Diclorodifenil Dicloroetileno/toxicidad , Plaguicidas/toxicidad , Tejido Adiposo Pardo/inervación , Tejido Adiposo Pardo/metabolismo , Animales , Temperatura Corporal/efectos de los fármacos , DDT/farmacocinética , Diclorodifenil Dicloroetileno/farmacocinética , Femenino , Masculino , Intercambio Materno-Fetal , Ratones Endogámicos C57BL , Embarazo , Efectos Tardíos de la Exposición Prenatal , Ganglio Estrellado/efectos de los fármacos , Distribución Tisular
13.
J Neurosci ; 39(13): 2470-2481, 2019 03 27.
Artículo en Inglés | MEDLINE | ID: mdl-30700533

RESUMEN

Adaptive motor control critically depends on the interconnected nuclei of the basal ganglia in the CNS. A pivotal element of the basal ganglia is the subthalamic nucleus (STN), which serves as a therapeutic target for deep brain stimulation (DBS) in movement disorders, such as Parkinson's disease. The functional connectivity of the STN at the microcircuit level, however, still requires rigorous investigation. Here we combine multiple simultaneous whole-cell recordings with extracellular stimulation and post hoc neuroanatomical analysis to investigate intrinsic and afferent connectivity and synaptic properties of the STN in acute brain slices obtained from rats of both sexes. Our data reveal an absence of intrinsic connectivity and an afferent innervation with low divergence, suggesting that STN neurons operate as independent processing elements driven by upstream structures. Hence, synchrony in the STN, a hallmark of motor processing, exclusively depends on the interactions and dynamics of GABAergic and glutamatergic afferents. Importantly, these inputs are subject to differential short-term depression when stimulated at high, DBS-like frequencies, shifting the balance of excitation and inhibition toward inhibition. Thus, we present a mechanism for fast yet transient decoupling of the STN from synchronizing afferent control. Together, our study provides new insights into the microcircuit organization of the STN by identifying its neurons as parallel processing units and thus sets new constraints for future computational models of the basal ganglia. The observed differential short-term plasticity of afferent inputs further offers a basis to better understand and optimize DBS algorithms.SIGNIFICANCE STATEMENT The subthalamic nucleus (STN) is a pivotal element of the basal ganglia and serves as target for deep brain stimulation, but information on the functional connectivity of its neurons is limited. To investigate the STN microcircuitry, we combined multiple simultaneous patch-clamp recordings and neuroanatomical analysis. Our results provide new insights into the synaptic organization of the STN identifying its neurons as parallel processing units and thus set new constraints for future computational models of the basal ganglia. We further find that synaptic dynamics of afferent inputs result in a rapid yet transient decoupling of the STN when stimulated at high frequencies. These results offer a better understanding of deep brain stimulation mechanisms, promoting the development of optimized algorithms.


Asunto(s)
Neuronas/fisiología , Núcleo Subtalámico/fisiología , Sinapsis/fisiología , Potenciales de Acción , Animales , Ganglios Basales/fisiología , Estimulación Encefálica Profunda , Estimulación Eléctrica , Femenino , Neuronas GABAérgicas/fisiología , Ácido Glutámico/fisiología , Masculino , Vías Nerviosas/citología , Vías Nerviosas/fisiología , Plasticidad Neuronal , Neuronas/citología , Ratas Wistar , Núcleo Subtalámico/citología , Potenciales Sinápticos
14.
J Comput Neurosci ; 48(2): 123-147, 2020 05.
Artículo en Inglés | MEDLINE | ID: mdl-32080777

RESUMEN

A major goal in neuroscience is to estimate neural connectivity from large scale extracellular recordings of neural activity in vivo. This is challenging in part because any such activity is modulated by the unmeasured external synaptic input to the network, known as the common input problem. Many different measures of functional connectivity have been proposed in the literature, but their direct relationship to synaptic connectivity is often assumed or ignored. For in vivo data, measurements of this relationship would require a knowledge of ground truth connectivity, which is nearly always unavailable. Instead, many studies use in silico simulations as benchmarks for investigation, but such approaches necessarily rely upon a variety of simplifying assumptions about the simulated network and can depend on numerous simulation parameters. We combine neuronal network simulations, mathematical analysis, and calcium imaging data to address the question of when and how functional connectivity, synaptic connectivity, and latent external input variability can be untangled. We show numerically and analytically that, even though the precision matrix of recorded spiking activity does not uniquely determine synaptic connectivity, it is in practice often closely related to synaptic connectivity. This relation becomes more pronounced when the spatial structure of neuronal variability is jointly considered.


Asunto(s)
Red Nerviosa/fisiología , Neuronas/fisiología , Sinapsis/fisiología , Algoritmos , Señalización del Calcio/fisiología , Simulación por Computador , Fenómenos Electrofisiológicos/fisiología , Espacio Extracelular/fisiología , Humanos , Modelos Neurológicos , Curva ROC
15.
J Comput Neurosci ; 44(2): 253-272, 2018 04.
Artículo en Inglés | MEDLINE | ID: mdl-29464489

RESUMEN

The connectivity of a neuronal network has a major effect on its functionality and role. It is generally believed that the complex network structure of the brain provides a physiological basis for information processing. Therefore, identifying the network's topology has received a lot of attentions in neuroscience and has been the center of many research initiatives such as Human Connectome Project. Nevertheless, direct and invasive approaches that slice and observe the neural tissue have proven to be time consuming, complex and costly. As a result, the inverse methods that utilize firing activity of neurons in order to identify the (functional) connections have gained momentum recently, especially in light of rapid advances in recording technologies; It will soon be possible to simultaneously monitor the activities of tens of thousands of neurons in real time. While there are a number of excellent approaches that aim to identify the functional connections from firing activities, the scalability of the proposed techniques plays a major challenge in applying them on large-scale datasets of recorded firing activities. In exceptional cases where scalability has not been an issue, the theoretical performance guarantees are usually limited to a specific family of neurons or the type of firing activities. In this paper, we formulate the neural network reconstruction as an instance of a graph learning problem, where we observe the behavior of nodes/neurons (i.e., firing activities) and aim to find the links/connections. We develop a scalable learning mechanism and derive the conditions under which the estimated graph for a network of Leaky Integrate and Fire (LIf) neurons matches the true underlying synaptic connections. We then validate the performance of the algorithm using artificially generated data (for benchmarking) and real data recorded from multiple hippocampal areas in rats.


Asunto(s)
Potenciales de Acción/fisiología , Algoritmos , Aprendizaje/fisiología , Modelos Neurológicos , Neuronas/fisiología , Animales , Simulación por Computador , Humanos , Redes Neurales de la Computación , Vías Nerviosas/fisiología , Sinapsis/fisiología
16.
Eur J Neurosci ; 45(8): 1057-1067, 2017 04.
Artículo en Inglés | MEDLINE | ID: mdl-27206794

RESUMEN

Some neurotransmitters can diffuse freely across cell membranes, influencing neighbouring neurons regardless of their synaptic coupling. This provides a means of neural communication, alternative to synaptic transmission, which can influence the way in which neural networks process information. Here, we ask whether diffusive neurotransmission can also influence the structure of synaptic connectivity in a network undergoing plasticity. We propose a form of Hebbian synaptic plasticity which is mediated by a diffusive neurotransmitter. Whenever a synapse is modified at an individual neuron through our proposed mechanism, similar but smaller modifications occur in synapses connecting to neighbouring neurons. The effects of this diffusive plasticity are explored in networks of rate-based neurons. This leads to the emergence of spatial structure in the synaptic connectivity of the network. We show that this spatial structure can coexist with other forms of structure in the synaptic connectivity, such as with groups of strongly interconnected neurons that form in response to correlated external drive. Finally, we explore diffusive plasticity in a simple feedforward network model of receptive field development. We show that, as widely observed across sensory cortex, the preferred stimulus identity of neurons in our network become spatially correlated due to diffusion. Our proposed mechanism of diffusive plasticity provides an efficient mechanism for generating these spatial correlations in stimulus preference which can flexibly interact with other forms of synaptic organisation.


Asunto(s)
Difusión , Modelos Neurológicos , Plasticidad Neuronal/fisiología , Neuronas/citología , Neurotransmisores/metabolismo , Sinapsis/metabolismo , Potenciales de Acción/fisiología , Algoritmos , Animales , Corteza Auditiva/citología , Corteza Auditiva/crecimiento & desarrollo , Corteza Auditiva/metabolismo , Percepción Auditiva/fisiología , Simulación por Computador , Ratones , Vías Nerviosas/citología , Vías Nerviosas/crecimiento & desarrollo , Vías Nerviosas/metabolismo , Neuronas/metabolismo , Corteza Visual/citología , Corteza Visual/crecimiento & desarrollo , Corteza Visual/metabolismo , Percepción Visual/fisiología
17.
Cereb Cortex ; 26(2): 855-72, 2016 Feb.
Artículo en Inglés | MEDLINE | ID: mdl-26582498

RESUMEN

Cajal-Retzius (CR) cells are early generated neurons, involved in the assembly of developing neocortical and hippocampal circuits. However, their roles in networks of the postnatal brain remain poorly understood. In order to get insights into these latter functions, we have studied their morphological and synaptic properties in the postnatal hippocampus of the CXCR4-EGFP mouse, where CR cells are easily identifiable. Our data indicate that CR cells are nonuniformly distributed along different subfields of the hippocampal formation, and that their postnatal decline is regulated in a region-specific manner. In fact, CR cells persist in distinct areas of fully mature animals. Subclasses of CR cells project and target either local (molecular layers) or distant regions [subicular complex and entorhinal cortex (EC)] of the hippocampal formation, but have similar firing patterns. Lastly, CR cells are biased toward targeting dendritic shafts compared with spines, and produce large-amplitude glutamatergic unitary postsynaptic potentials on γ-aminobutyric acid (GABA) containing interneurons. Taken together, our results suggest that CR cells are involved in a novel excitatory loop of the postnatal hippocampal formation, which potentially contributes to shaping the flow of information between the hippocampus, parahippocampal regions and entorhinal cortex, and to the low seizure threshold of these brain areas.


Asunto(s)
Hipocampo/citología , Hipocampo/crecimiento & desarrollo , Neocórtex/citología , Neocórtex/crecimiento & desarrollo , Neuronas/citología , Sinapsis/fisiología , Factores de Edad , Animales , Animales Recién Nacidos , Axones/metabolismo , Axones/ultraestructura , Biofisica , Dendritas/metabolismo , Dendritas/ultraestructura , Estimulación Eléctrica , Proteínas Fluorescentes Verdes/genética , Proteínas Fluorescentes Verdes/metabolismo , Procesamiento de Imagen Asistido por Computador , Técnicas In Vitro , Lisina/análogos & derivados , Lisina/metabolismo , Potenciales de la Membrana/genética , Potenciales de la Membrana/fisiología , Ratones , Ratones Transgénicos , Microscopía Electrónica de Transmisión , Modelos Neurológicos , Neuronas/fisiología , Técnicas de Placa-Clamp , Receptores CXCR4/genética , Receptores CXCR4/metabolismo , Sinapsis/ultraestructura , Ácido gamma-Aminobutírico/metabolismo
18.
Proc Natl Acad Sci U S A ; 111(47): 16872-6, 2014 Nov 25.
Artículo en Inglés | MEDLINE | ID: mdl-25385619

RESUMEN

Johnson-Lindenstrauss (JL) matrices implemented by sparse random synaptic connections are thought to be a prime candidate for how convergent pathways in the brain compress information. However, to date, there is no complete mathematical support for such implementations given the constraints of real neural tissue. The fact that neurons are either excitatory or inhibitory implies that every so implementable JL matrix must be sign consistent (i.e., all entries in a single column must be either all nonnegative or all nonpositive), and the fact that any given neuron connects to a relatively small subset of other neurons implies that the JL matrix should be sparse. We construct sparse JL matrices that are sign consistent and prove that our construction is essentially optimal. Our work answers a mathematical question that was triggered by earlier work and is necessary to justify the existence of JL compression in the brain and emphasizes that inhibition is crucial if neurons are to perform efficient, correlation-preserving compression.


Asunto(s)
Modelos Biológicos , Neurociencias
19.
Biochem Biophys Res Commun ; 471(4): 486-91, 2016 Mar 18.
Artículo en Inglés | MEDLINE | ID: mdl-26896767

RESUMEN

To investigate comprehensive synaptic connectivity, we examined Ca(2+) responses with quantitative electric current stimulation by indium-tin-oxide (ITO) glass electrode with transparent and high electro-conductivity. The number of neurons with Ca(2+) responses was low during the application of stepwise increase of electric current in short-term cultured neurons (less than 17 days in-vitro (DIV)). The neurons cultured over 17 DIV showed two-type responses: S-shaped (sigmoid) and monotonous saturated responses, and Scatchard plots well illustrated the difference of these two responses. Furthermore, sigmoid like neural network responses over 17 DIV were altered to the monotonous saturated ones by the application of the mixture of AP5 and CNQX, specific blockers of NMDA and AMPA receptors, respectively. This alternation was also characterized by the change of Hill coefficients. These findings indicate that the neural network with sigmoid-like responses has strong synergetic or cooperative synaptic connectivity via excitatory glutamate synapses.


Asunto(s)
Hipocampo/fisiología , Neuronas/fisiología , Sinapsis/fisiología , 6-Ciano 7-nitroquinoxalina 2,3-diona/farmacología , Animales , Calcio/metabolismo , Técnicas de Cultivo de Célula/métodos , Técnicas de Química Analítica , Estimulación Eléctrica/métodos , Electrodos , Antagonistas de Aminoácidos Excitadores/farmacología , Ácido Glutámico/metabolismo , Hipocampo/embriología , Hipocampo/metabolismo , Red Nerviosa , Neuronas/efectos de los fármacos , Ratas Wistar , Receptores AMPA/metabolismo , Sinapsis/metabolismo , Compuestos de Estaño
20.
J Neurosci ; 34(6): 2254-63, 2014 Feb 05.
Artículo en Inglés | MEDLINE | ID: mdl-24501364

RESUMEN

Visual systems extract directional motion information from spatiotemporal luminance changes on the retina. An algorithmic model, the Reichardt detector, accounts for this by multiplying adjacent inputs after asymmetric temporal filtering. The outputs of two mirror-symmetrical units tuned to opposite directions are thought to be subtracted on the dendrites of wide-field motion-sensitive lobula plate tangential cells by antagonistic transmitter systems. In Drosophila, small-field T4/T5 cells carry visual motion information to the tangential cells that are depolarized during preferred and hyperpolarized during null direction motion. While preferred direction input is likely provided by excitation from T4/T5 terminals, the origin of null direction inhibition is unclear. Probing the connectivity between T4/T5 and tangential cells in Drosophila using a combination of optogenetics, electrophysiology, and pharmacology, we found a direct excitatory as well as an indirect inhibitory component. This suggests that the null direction response is caused by feedforward inhibition via yet unidentified neurons.


Asunto(s)
Percepción de Movimiento/fisiología , Inhibición Neural/fisiología , Optogenética/métodos , Estimulación Luminosa/métodos , Visión Ocular/fisiología , Animales , Drosophila , Femenino , Mecamilamina/farmacología , Percepción de Movimiento/efectos de los fármacos , Inhibición Neural/efectos de los fármacos , Picrotoxina/farmacología , Visión Ocular/efectos de los fármacos , Vías Visuales/efectos de los fármacos , Vías Visuales/fisiología
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