RESUMEN
In the field of neuroscience, the importance of constructing closed-loop experimental systems has increased in conjunction with technological advances in measuring and controlling neural activity in live animals. We provide an overview of recent technological advances in the field, focusing on closed-loop experimental systems where multiphoton microscopy-the only method capable of recording and controlling targeted population activity of neurons at a single-cell resolution in vivo-works through real-time feedback. Specifically, we present some examples of brain machine interfaces (BMIs) using in vivo two-photon calcium imaging and discuss applications of two-photon optogenetic stimulation and adaptive optics to real-time BMIs. We also consider conditions for realizing future optical BMIs at the synaptic level, and their possible roles in understanding the computational principles of the brain.
RESUMEN
Neurons comprising nigrostriatal system play important roles in action selection. However, it remains unclear how this system integrates recent outcome information with current action (movement) and outcome (reward or no reward) information to achieve appropriate subsequent action. We examined how neuronal activity of substantia nigra pars compacta (SNc) and dorsal striatum reflects the level of reward expectation from recent outcomes in rats performing a reward-based choice task. Movement-related activity of direct and indirect pathway striatal projection neurons (dSPNs and iSPNs, respectively) were enhanced by reward expectation, similarly to the SNc dopaminergic neurons, in both medial and lateral nigrostriatal projections. Given the classical basal ganglia model wherein dopamine stimulates dSPNs and suppresses iSPNs through distinct dopamine receptors, dopamine might not be the primary driver of iSPN activity increasing following higher reward expectation. In contrast, outcome-related activity was affected by reward expectation in line with the classical model and reinforcement learning theory, suggesting purposive effects of reward expectation.
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Dopamina , Motivación , Animales , Ratas , Sustancia Negra , Cuerpo Estriado , Neuronas DopaminérgicasRESUMEN
Imaging the activity of neurons that are widely distributed across brain regions deep in scattering tissue at high speed remains challenging. Here, we introduce an open-source system with Dual Independent Enhanced Scan Engines for Large field-of-view Two-Photon imaging (Diesel2p). Combining optical design, adaptive optics, and temporal multiplexing, the system offers subcellular resolution over a large field-of-view of ~25 mm2, encompassing distances up to 7 mm, with independent scan engines. We demonstrate the flexibility and various use cases of this system for calcium imaging of neurons in the living brain.
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Microscopía de Fluorescencia por Excitación Multifotónica/métodos , Red Nerviosa/fisiología , Imagen Óptica/métodos , Encéfalo/citología , Encéfalo/fisiología , Calcio/metabolismo , Diseño de Equipo , Microscopía de Fluorescencia por Excitación Multifotónica/instrumentación , Red Nerviosa/citología , Neuronas/citología , Neuronas/fisiología , Imagen Óptica/instrumentaciónRESUMEN
Myelination increases the conduction velocity in long-range axons and is prerequisite for many brain functions. Impaired myelin regulation or impairment of myelin itself is frequently associated with deficits in learning and cognition in neurological and psychiatric disorders. However, it has not been revealed what perturbation of neural activity induced by myelin impairment causes learning deficits. Here, we measured neural activity in the motor cortex during motor learning in transgenic mice with a subtle impairment of their myelin. This deficit in myelin impaired motor learning, and was accompanied by a decrease in the amplitude of movement-related activity and an increase in the frequency of spontaneous activity. Thalamocortical axons showed variability in axonal conduction with a large spread in the timing of postsynaptic cortical responses. Repetitive pairing of forelimb movements with optogenetic stimulation of thalamocortical axon terminals restored motor learning. Thus, myelin regulation helps to maintain the synchrony of cortical spike-time arrivals through long-range axons, facilitating the propagation of the information required for learning. Our results revealed the pathological neuronal circuit activity with impaired myelin and suggest the possibility that pairing of noninvasive brain stimulation with relevant behaviors may ameliorate cognitive and behavioral abnormalities in diseases with impaired myelination.
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Potenciales de Acción/fisiología , Aprendizaje/fisiología , Corteza Motora/metabolismo , Fibras Nerviosas Mielínicas/metabolismo , Neuronas/metabolismo , Desempeño Psicomotor/fisiología , Animales , Masculino , Ratones , Ratones Transgénicos , Corteza Motora/química , Vaina de Mielina/metabolismo , Fibras Nerviosas Mielínicas/química , Neuronas/química , Optogenética/métodosRESUMEN
Two-photon imaging in behaving animals has revealed neuronal activities related to behavioral and cognitive function at single-cell resolution. However, marmosets have posed a challenge due to limited success in training on motor tasks. Here we report the development of protocols to train head-fixed common marmosets to perform upper-limb movement tasks and simultaneously perform two-photon imaging. After 2-5 months of training sessions, head-fixed marmosets can control a manipulandum to move a cursor to a target on a screen. We conduct two-photon calcium imaging of layer 2/3 neurons in the motor cortex during this motor task performance, and detect task-relevant activity from multiple neurons at cellular and subcellular resolutions. In a two-target reaching task, some neurons show direction-selective activity over the training days. In a short-term force-field adaptation task, some neurons change their activity when the force field is on. Two-photon calcium imaging in behaving marmosets may become a fundamental technique for determining the spatial organization of the cortical dynamics underlying action and cognition.
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Calcio/fisiología , Cognición/fisiología , Corteza Motora/fisiología , Movimiento/fisiología , Desempeño Psicomotor/fisiología , Extremidad Superior/fisiología , Potenciales de Acción/fisiología , Animales , Mapeo Encefálico , Callithrix , Inmovilización , Masculino , Microscopía de Fluorescencia por Excitación Multifotónica , Imagen Molecular , Corteza Motora/anatomía & histología , Neuronas/citología , Neuronas/fisiología , Análisis de la Célula Individual , Análisis y Desempeño de TareasRESUMEN
Mice use vision to navigate and avoid predators in natural environments. However, their visual systems are compact compared to other mammals, and it is unclear how well mice can discriminate ethologically relevant scenes. Here, we examined natural scene discrimination in mice using an automated touch-screen system. We estimated the discrimination difficulty using the computational metric structural similarity (SSIM), and constructed psychometric curves. However, the performance of each mouse was better predicted by the mean performance of other mice than SSIM. This high inter-mouse agreement indicates that mice use common and robust strategies to discriminate natural scenes. We tested several other image metrics to find an alternative to SSIM for predicting discrimination performance. We found that a simple, primary visual cortex (V1)-inspired model predicted mouse performance with fidelity approaching the inter-mouse agreement. The model involved convolving the images with Gabor filters, and its performance varied with the orientation of the Gabor filter. This orientation dependence was driven by the stimuli, rather than an innate biological feature. Together, these results indicate that mice are adept at discriminating natural scenes, and their performance is well predicted by simple models of V1 processing.
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Estimulación Luminosa/métodos , Corteza Visual/fisiología , Percepción Visual/fisiología , Animales , Discriminación en Psicología , Ratones , Modelos Teóricos , PsicometríaRESUMEN
Movements of animals are composed of two fundamental dynamics: discrete and rhythmic movements. Although the movements with distinct dynamics are thought to be differently processed in the CNS, it is unclear how they are represented in the cerebral cortex. Here, we investigated the cortical representation of movement dynamics by developing prolonged transcranial optogenetic stimulation (pTOS) using awake, channelrhodopsin-2 transgenic mice. We found two domains that induced discrete forelimb movements in the forward and backward directions, and these sandwiched a domain that generated rhythmic forelimb movements. The forward discrete movement had an intrinsic velocity profile and the rhythmic movement had an intrinsic oscillation frequency. Each of the forward discrete and rhythmic domains possessed intracortical synaptic connections within its own domain, independently projected to the spinal cord, and weakened the neuronal activity and movement induction of the other domain. pTOS-induced movements were also classified as ethologically relevant movements. Forepaw-to-mouth movement was mapped in a part of the forward discrete domain, while locomotion-like movement was in a part of the rhythmic domain. Interestingly, photostimulation of the rhythmic domain resulted in a nonrhythmic, continuous lever-pull movement when a lever was present. The motor cortex possesses functional modules for distinct movement dynamics, and these can adapt to environmental constraints for purposeful movements. Significance statement: Animal behavior has discrete and rhythmic components, such as reaching and locomotion. It is unclear how these movements with distinct dynamics are represented in the cerebral cortex. We investigated the dynamics of movements induced by long-duration transcranial photostimulation on the dorsal cortex of awake channelrhodopsin-2 transgenic mice. We found two domains causing forward and backward discrete forelimb movements and a domain for rhythmic forelimb movements. A domain for forward discrete movement and a domain for rhythmic movement mutually weakened neuronal activity and movement size. The photostimulation of the rhythmic domain also induced nonrhythmic, lever-pull movement, when the lever was present. Thus, the motor cortex has functional modules with distinct dynamics, and each module retains flexibility for adaptation to different environments.
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Vías Eferentes/fisiología , Miembro Anterior/inervación , Miembro Anterior/fisiología , Corteza Motora/fisiología , Movimiento/fisiología , Animales , Channelrhodopsins , Condicionamiento Operante/fisiología , Femenino , Masculino , Ratones , Ratones Transgénicos , Optogenética , Estimulación Luminosa , Rotación , Médula Espinal/citología , Médula Espinal/fisiología , Antígenos Thy-1/genéticaRESUMEN
Animals rapidly adapt to environmental change. To reveal how cortical microcircuits are rapidly reorganized when an animal recognizes novel reward contingency, we conduct two-photon calcium imaging of layer 2/3 motor cortex neurons in mice and simultaneously reinforce the activity of a single cortical neuron with water delivery. Here we show that when the target neuron is not relevant to a pre-trained forelimb movement, the mouse increases the target neuron activity and the number of rewards delivered during 15-min operant conditioning without changing forelimb movement behaviour. The reinforcement bidirectionally modulates the activity of subsets of non-target neurons, independent of distance from the target neuron. The bidirectional modulation depends on the relative timing between the reward delivery and the neuronal activity, and is recreated by pairing reward delivery and photoactivation of a subset of neurons. Reward-timing-dependent bidirectional modulation may be one of the fundamental processes in microcircuit reorganization for rapid adaptation.
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Potenciales de Acción/fisiología , Condicionamiento Operante/fisiología , Corteza Motora/fisiología , Neuronas Motoras/fisiología , Adaptación Fisiológica , Animales , Ondas Encefálicas/fisiología , Femenino , Masculino , Ratones , Ratones Endogámicos C57BL , Corteza Motora/citología , Refuerzo en Psicología , RecompensaRESUMEN
The primary motor cortex (M1) possesses two intermediate layers upstream of the motor-output layer: layer 2/3 (L2/3) and layer 5a (L5a). Although repetitive training often improves motor performance and movement coding by M1 neuronal ensembles, it is unclear how neuronal activities in L2/3 and L5a are reorganized during motor task learning. We conducted two-photon calcium imaging in mouse M1 during 14 training sessions of a self-initiated lever-pull task. In L2/3, the accuracy of neuronal ensemble prediction of lever trajectory remained unchanged globally, with a subset of individual neurons retaining high prediction accuracy throughout the training period. However, in L5a, the ensemble prediction accuracy steadily improved, and one-third of neurons, including subcortical projection neurons, evolved to contribute substantially to ensemble prediction in the late stage of learning. The L2/3 network may represent coordination of signals from other areas throughout learning, whereas L5a may participate in the evolving network representing well-learned movements.
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Aprendizaje/fisiología , Corteza Motora/fisiología , Destreza Motora , Animales , Condicionamiento Operante , Fosfodiesterasas de Nucleótidos Cíclicos Tipo 5/genética , Dependovirus/genética , Vías Eferentes/fisiología , Miembro Anterior/inervación , Miembro Anterior/fisiología , Vectores Genéticos , Procesamiento de Imagen Asistido por Computador , Masculino , Ratones , Ratones Endogámicos C57BL , Neuronas Motoras/fisiología , Neuroimagen , Neuronas/fisiología , Técnicas de Placa-Clamp , Desempeño Psicomotor , RecompensaRESUMEN
Here we characterize several new lines of transgenic mice useful for optogenetic analysis of brain circuit function. These mice express optogenetic probes, such as enhanced halorhodopsin or several different versions of channelrhodopsins, behind various neuron-specific promoters. These mice permit photoinhibition or photostimulation both in vitro and in vivo. Our results also reveal the important influence of fluorescent tags on optogenetic probe expression and function in transgenic mice.
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Red Nerviosa/fisiología , Neuronas/fisiología , Optogenética/métodos , Potenciales de Acción/fisiología , Animales , Ratones , Ratones Transgénicos , Vías Nerviosas/fisiología , Rodopsina/genéticaRESUMEN
Interactions between distinct motor cortical areas are essential for coordinated motor behaviors. In rodents, the motor cortical forelimb areas are divided into at least two distinct areas: the rostral forelimb area (RFA) and the caudal forelimb area (CFA). The RFA is thought to be an equivalent of the premotor cortex (PM) in primates, whereas the CFA is believed to be an equivalent of the primary motor cortex. Although reciprocal connections between the RFA and the CFA have been anatomically identified in rats, it is unknown whether there are functional connections between these areas that can induce postsynaptic spikes. In this study, we used an in vivo Channelrhodopsin-2 (ChR2) photostimulation method to trace the functional connections between the mouse RFA and CFA. Simultaneous electrical recordings were utilized to detect spiking activities induced by synaptic inputs originating from photostimulated areas. This method, in combination with anatomical tracing, demonstrated that the RFA receives strong functional projections from layer 2/3 and/or layer 5a, but not from layer 5b (L5b), of the CFA. Further, the CFA receives strong projections from L5b neurons of the RFA. The onset latency of electrical responses evoked in remote areas upon photostimulation of the other areas was approximately 10 ms, which is consistent with the synaptic connectivity between these areas. Our results suggest that neuronal activities in the RFA and the CFA during movements are formed through asymmetric reciprocal connections.
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Potenciales de Acción/fisiología , Corteza Motora/fisiología , Optogenética/métodos , Estimulación Luminosa/métodos , Animales , Ratones , Ratones Endogámicos C57BL , Ratones Transgénicos , Corteza Motora/citología , Vías Nerviosas/citología , Vías Nerviosas/fisiología , Distribución AleatoriaRESUMEN
Functional clustering of neurons is frequently observed in the motor cortex. However, it is unknown if, when, and how fine-scale (<100 µm) functional clusters form relative to voluntary forelimb movements. In addition, the implications of clustering remain unclear. To address these issues, we conducted two-photon calcium imaging of mouse layer 2/3 motor cortex during a self-initiated lever-pull task. In the imaging session after 8-9 days of training, head-restrained mice had to pull a lever for â¼600 ms to receive a water drop, and then had to wait for >3 s to pull it again. We found two types of task-related cells in the mice: cells whose peak activities occurred during lever pulls (pull cells) and cells whose peak activities occurred after the end of lever pulls. The activity of pull cells was strongly associated with lever-pull duration. In â¼40% of imaged fields, functional clusterings were temporally detected during the lever pulls. Spatially, there were â¼70-µm-scale clusters that consisted of more than four pull cells in â¼50% of the fields. Ensemble and individual activities of pull cells within the cluster more accurately predicted lever movement trajectories than activities of pull cells outside the cluster. This was likely because clustered pull cells were more often active in the individual trials than pull cells outside the cluster. This higher fidelity of activity was related to higher trial-to-trial correlations of activities of pairs within the cluster. We propose that strong recurrent network clusters may represent the execution of voluntary movements.
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Mapeo Encefálico/métodos , Corteza Motora/fisiología , Movimiento/fisiología , Neuronas/fisiología , Animales , Electromiografía , Femenino , Masculino , Ratones , Ratones Endogámicos C57BLRESUMEN
To understand the fine-scale structures and functional properties of individual neurons in vivo, we developed and validated a rapid genetic technique that enables simultaneous investigation of multiple neuronal properties with single-cell resolution in the living rodent brain. Our technique PASME (promoter-assisted sparse-neuron multiple-gene labeling using in uteroelectroporation) targets specific small subsets of sparse pyramidal neurons in layer 2/3, layer 5 of the cerebral cortex and in the hippocampus with multiple fluorescent reporter proteins such as postsynaptic PSD-95-GFP and GFP-gephyrin. The technique is also applicable for targeting independently individual neurons and their presynaptic inputs derived from surrounding neurons. Targeting sparse layer 2/3 neurons, we uncovered a novel subpopulation of layer 2/3 neurons in the mouse cerebral cortex. This technique, broadly applicable for probing and manipulating neurons with single-cell resolution in vivo, should provide a robust means to uncover the basic mechanisms employed by the brain, especially when combined with in vivo two-photon laser-scanning microscopy and/or optogenetic technologies.
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Corteza Cerebral/fisiología , Neuronas/fisiología , Animales , Recuento de Células , Corteza Cerebral/citología , Electroporación/métodos , Técnicas de Transferencia de Gen , Ratones , Ratones Endogámicos ICR , Microscopía Confocal/métodos , Neuronas/citología , Ratas , Ratas WistarRESUMEN
We developed a method that uses Channelrhodopsin-2 (ChR2) for transcranial optogenetic stimulation. This method is based on scanning a light beam over the brain, thereby photostimulating ChR2-expressing neurons in intact mice. As a proof of principle, we applied this technique to the motor cortex of transgenic mice expressing ChR2 in cortical pyramidal cells. Photostimulation induced limb movements that were time-locked with millisecond precision and could be induced at frequencies up to 20 Hz. By scanning this light beam, we could map the distribution of neurons associated with limb movement. With this approach we could simultaneously define motor maps controlling two limbs and could reproducibly generate such cortical motor maps over periods of weeks. This method allows non-invasive mapping of brain circuitry in living animals and could help define the connection between behavior and brain circuitry.
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Mapeo Encefálico/métodos , Corteza Motora/efectos de la radiación , Neuroquímica/métodos , Óptica y Fotónica/métodos , Fotoquímica/métodos , Animales , Química Encefálica/fisiología , Química Encefálica/efectos de la radiación , Channelrhodopsins , Electrofisiología/métodos , Extremidades/inervación , Extremidades/fisiología , Ratones , Ratones Endogámicos C57BL , Ratones Transgénicos , Corteza Motora/química , Corteza Motora/citología , Movimiento/fisiología , Movimiento/efectos de la radiación , Neurofisiología/métodos , Estimulación Luminosa/métodos , Células Piramidales/química , Células Piramidales/citología , Células Piramidales/efectos de la radiaciónRESUMEN
K(+) channels permit more than one ion within their conducting pathway at any given moment and show a saturating single-file behavior. The conduction of Rb(+) shows an unusual behavior, a so-called "Rb(+) anomaly," and it has been used to probe the mechanism of the ion conduction through K(+)-selective channels. Under the bi-ionic condition of K(+) and Rb(+), we carried out patch-clamp single-channel current measurements in MaxiK(+) channels from mouse submandibular acinar cells. Keeping only K(+) on one side of the membrane while varying fractional Rb(+) concentration on the opposite, we had a series of current-voltage relationships. It showed a characteristic inflection at which the ion conductance was divided into two components, one ascribed to pure K(+) conduction and the other to K(+) and Rb(+) bi-ionic conduction. By analyzing the latter, we depicted that (1) the bi-ionic conductance showed a characteristic reduction curve as the Rb(+) fractional concentration increased; (2) Rb(+) can bind the channel more tightly when it accesses from the outside than from the inside. Thus we conclude that such asymmetry of the Rb(+) binding determines the pattern of bi-ionic conductance reduction in K-selective channels.