January 2024
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61 Reads
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January 2024
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61 Reads
June 2023
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123 Reads
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4 Citations
Neural populations, rather than single neurons, may be the fundamental unit of cortical computation. Analysing chronically recorded neural population activity is challenging not only because of the high dimensionality of activity but also because of changes in the signal that may or may not be due to neural plasticity. Hidden Markov models (HMMs) are a promising technique for analysing such data in terms of discrete latent states, but previous approaches have not considered the statistical properties of neural spiking data, have not been adaptable to longitudinal data, or have not modelled condition‐specific differences. We present a multilevel Bayesian HMM addresses these shortcomings by incorporating multivariate Poisson log‐normal emission probability distributions, multilevel parameter estimation and trial‐specific condition covariates. We applied this framework to multi‐unit neural spiking data recorded using chronically implanted multi‐electrode arrays from macaque primary motor cortex during a cued reaching, grasping and placing task. We show that, in line with previous work, the model identifies latent neural population states which are tightly linked to behavioural events, despite the model being trained without any information about event timing. The association between these states and corresponding behaviour is consistent across multiple days of recording. Notably, this consistency is not observed in the case of a single‐level HMM, which fails to generalise across distinct recording sessions. The utility and stability of this approach is demonstrated using a previously learned task, but this multilevel Bayesian HMM framework would be especially suited for future studies of long‐term plasticity in neural populations.
April 2023
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80 Reads
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5 Citations
Current Biology
Mirror neurons have been found mainly in neocortical structures of primates and rodents; however, their functions are still debated. A new study has discovered mirror neurons for aggressive behaviors in the ventromedial hypothalamus of mice, an evolutionarily ancient structure, highlighting a new function key for survival.
October 2022
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152 Reads
Neural populations, rather than single neurons, may be the fundamental unit of cortical computation. Analyzing chronically recorded neural population activity is challenging not only because of the high dimensionality of activity in many neurons, but also because of changes in the recorded signal that may or may not be due to neural plasticity. Hidden Markov models (HMMs) are a promising technique for analyzing such data in terms of discrete, latent states, but previous approaches have either not considered the statistical properties of neural spiking data, have not been adaptable to longitudinal data, or have not modeled condition specific differences. We present a multilevel Bayesian HMM which addresses these shortcomings by incorporating multivariate Poisson log-normal emission probability distributions, multilevel parameter estimation, and trial-specific condition covariates. We applied this framework to multi-unit neural spiking data recorded using chronically implanted multi-electrode arrays from macaque primary motor cortex during a cued reaching, grasping, and placing task. We show that the model identifies latent neural population states which are tightly linked to behavioral events, despite the model being trained without any information about event timing. We show that these events represent specific spatiotemporal patterns of neural population activity and that their relationship to behavior is consistent over days of recording. The utility and stability of this approach is demonstrated using a previously learned task, but this multilevel Bayesian HMM framework would be especially suited for future studies of long-term plasticity in neural populations.
March 2021
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237 Reads
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8 Citations
NeuroImage
The dorso-posterior parietal cortex (DPPC) is a major node of the grasp/manipulation control network. It is assumed to act as an optimal forward estimator that continuously integrates efferent outflows and afferent inflows to modulate the ongoing motor command. In agreement with this view, a recent per-operative study, in humans, identified functional sites within DPPC that: (i) instantly disrupt hand movements when electrically stimulated; (ii) receive short-latency somatosensory afferences from intrinsic hand muscles. Based on these results, it was speculated that DPPC is part of a rapid grasp control loop that receives direct inputs from the hand-territory of the primary somatosensory cortex (S1) and sends direct projections to the hand-territory of the primary motor cortex (M1). However, evidence supporting this hypothesis is weak and partial. To date, projections from DPPC to M1 grasp zone have been identified in monkeys and have been postulated to exist in humans based on clinical and transcranial magnetic studies. This work uses diffusion-MRI tractography in two samples of right- (n = 50) and left-handed (n = 25) subjects randomly selected from the Human Connectome Project. It aims to determine whether direct connections exist between DPPC and the hand control sectors of the primary sensorimotor regions. The parietal region of interest, related to hand control (hereafter designated DPPChand), was defined permissively as the 95% confidence area of the parietal sites that were found to disrupt hand movements in the previously evoked per-operative study. In both hemispheres, irrespective of handedness, we found dense ipsilateral connections between a restricted part of DPPChand and focal sectors within the pre and postcentral gyrus. These sectors, corresponding to the hand territories of M1 and S1, targeted the same parietal zone (spatial overlap > 92%). As a sensitivity control, we searched for potential connections between the angular gyrus (AG) and the pre and postcentral regions. No robust pathways were found. Streamline densities identified using AG as the starting seed represented less than 5 % of the streamline densities identified from DPPChand. Together, these results support the existence of a direct sensory-parietal-motor loop suited for fast manual control and more generally, for any task requiring rapid integration of distal sensorimotor signals.
October 2020
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64 Reads
October 2020
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96 Reads
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2 Citations
Reprint of the article originally appearing in: Interaction Studies 19: 1-2 370-387 (2018)
July 2019
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334 Reads
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24 Citations
Journal of Neurodevelopmental Disorders
Background: Facial mimicry is crucial in the recognition of others' emotional state. Thus, the observation of others' facial expressions activates the same neural representation of that affective state in the observer, along with related autonomic and somatic responses. What happens, therefore, when someone cannot mimic others' facial expressions? Methods: We investigated whether psychophysiological emotional responses to others' facial expressions were impaired in 13 children (9 years) with Moebius syndrome (MBS), an extremely rare neurological disorder (1/250,000 live births) characterized by congenital facial paralysis. We inspected autonomic responses and vagal regulation through facial cutaneous thermal variations and by the computation of respiratory sinus arrhythmia (RSA). These parameters provide measures of emotional arousal and show the autonomic adaptation to others' social cues. Physiological responses in children with MBS were recorded during dynamic facial expression observation and were compared to those of a control group (16 non-affected children, 9 years). Results: There were significant group effects on thermal patterns and RSA, with lower values in children with MBS. We also observed a mild deficit in emotion recognition in these patients. Conclusion: Results support "embodied" theory, whereby the congenital inability to produce facial expressions induces alterations in the processing of facial expression of emotions. Such alterations may constitute a risk for emotion dysregulation.
April 2019
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285 Reads
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34 Citations
According to embodied simulation theories, others’ emotions are recognized by the unconscious mimicking of observed facial expressions, which requires the implicit activation of the motor programs that produce a specific expression. Motor responses performed during the expression of a given emotion are hypothesized to be directly linked to autonomic responses associated with that emotional behavior. We tested this hypothesis in 9 children ( Mage=5.66 ) affected by Moebius syndrome (MBS) and 15 control children ( Mage=6.6 ). MBS is a neurological congenital disorder characterized by underdevelopment of the VI and VII cranial nerves, which results in paralysis of the face. Moebius patients’ inability to produce facial expressions impairs their capacity to communicate emotions through the face. We therefore assessed Moebius children’s autonomic response to emotional stimuli (video cartoons) by means of functional infrared thermal (fIRT) imaging. Patients showed weaker temperature changes compared to controls, suggesting impaired autonomic activity. They also showed difficulties in recognizing facial emotions from static illustrations. These findings reveal that the impairment of facial movement attenuates the intensity of emotional experience, probably through the diminished activation of autonomic responses associated with emotional stimuli. The current study is the first to investigate emotional responses in MBS children, providing important insights into the role of facial expressions in emotional processing during early development.
February 2019
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280 Reads
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3 Citations
Although it is established that F5 neurons can distinguish between nonsocial goals such as bringing food to the mouth for eating or placing it in a container, it is not clear whether they discriminate between social and nonsocial goals. Here, we recorded single-unit activity in the ventral premotor cortex of two female macaques and used a simple reach-to-grasp motor task in which a monkey grasped an object with a precision grip in three conditions, which only differed in terms of their final goal, that is, a subsequent motor act that was either social (placing in the experimenter's hand [“Hand” condition]) or nonsocial (placing in a container [“Container” condition] or bringing to the mouth for eating [“Mouth” condition]). We found that, during the execution of the grasping motor act, the response of a sizable proportion of F5 motor neurons was modulated by the final goal of the action, with some having a preference for the social goal condition. Our results reveal that the representation of goal-directed actions in ventral premotor cortex is influenced by contextual information not only extracted from physical cues but also from cues endowed with biological or social value. Our study suggests that the activity of grasping neurons in the premotor cortex is modulated by social context.
... A Bayesian multilevel HMM (Altman, 2007;Kirchherr et al., 2023;Zhang and Berhane, 2014) was fitted to the diary data using the statistical software R (Core Team, 2021) Figure S1). Two sets of parameters describe the HMM: (1) The emission distribution parameters define a multivariate Gaussian density function indicating the probability of observing certain diary item scores given the current substate, (2) The transition probabilities for switching from one substate to another at the subsequent time point. ...
June 2023
... Similarly, mirror neurons were identified in the hypothalamus of mice, specifically in the ventral medial hypothalamic region, and were strongly correlated with aggression in male mice (Yang et al., 2023). These findings show that mirror neurons contribute to the social cognitive process by comprehending the actions and intentions of others, and they may also impact the transmission of negative behaviors, such as aggression, while imitating and learning positive behaviors (Ferrari et al., 2023). ...
April 2023
Current Biology
... These findings point to a widely distributed network that connects motor areas, parietal regions, and the cerebellum, which are engaged in different aspects of force planning. Parieto-frontal pathways play a role in sensorimotor control, involving the internal representation of the body and grasping parameters (30)(31)(32)(33). Additionally, these pathways monitor discrepancies between predicted and actual sensory feedback without correcting motor commands directly (34). ...
March 2021
NeuroImage
... Research suggests that facial mimicry supports a proficient recognition of facial expressions and empathy, underscoring the importance of this mechanism in social cognition (Borgomaneri et al., 2020;De Stefani et al., 2019;Japee et al., 2023;Oberman et al., 2007; but see also Holland et al., 2021). ...
July 2019
Journal of Neurodevelopmental Disorders
... This level of performance ensures reliable estimation of regional temperature (RMSE = 0.09 °C) within a defined range of head rotation (± 24.23° for yaw and ± 13.79° for pitch movements), indicating robustness to inter-subject facial geometric and anatomical variations, as well as intra-subject movement-related noise. Moreover, this technique has been successfully employed in several prior studies 52,53 . ...
April 2019
... From a more theoretical perspective, this also means that the rigid separation between the motor system that executes actions and the sensory system that perceives others' actions should be overcome 34 . Noteworthy, "motor representation" shows astonishing properties of generalization 35,36 , abstraction 37,38 , and socially-oriented-tuning [39][40][41] that fit well also with the idea that we actively collect (rather passively register) sensory information 13,16,42 . To summarize, these lines of research opened further intriguing insights into the understanding of high-level, flexible, non-motor computations that play a role in driving motor representation, and in turn any motor performances (including walking activity). ...
February 2019
... Otro estudio se enfocó en las neuronas espejo y tuvo como objetivo optimizar recursos y tiempo para medir las variables. En vez de utilizar un movimiento real, se utilizó una grabación de vídeo, pero se descubrió que las neuronas espejo no reaccionaban ante dicho material visual, lo cual se ha observado tanto en animales como en humanos (Coudé y Ferrari, 2018;Desmurget, 2020). De acuerdo con este hallazgo, el cerebro humano es menos perceptivo y sensible ante la exposición a programas informáticos y audiovisuales. ...
September 2018
Interaction Studies
... In sum, the proposal is that bodily mimesis was the key cognitive precondition for sign-based communication, which is uniquely human and a stepping stone in the evolution of modern human systems of communication, including language 3 . Notably, mimesis theory does not have strong commitments on the specifics of the neural implementation of this cognitive capacity, but it is in principle compatible with Arbib's approach (Mirror Neuron Hypothesis [8], recently updated to Cognitive Neuroprimatology [24]), which stresses the role of the mirror neuron system (see esp. [11]). ...
September 2018
Interaction Studies
... Furthermore, studies such as those by Domes et al. (2007) and Marsh et al. (2010) [70,71] have reported enhancements in the mirror neuron system, a network of visuo-motor neurons that are activated both by performing an action and by observing the same action in others [72]. This system seems to be responsive to other people's intentional actions, facilitating the understanding of emotions, fostering empathy, social connection, and the ability to interpret and respond to emotional signals [73,74]. However, it is important to note that a high degree of heterogeneity exists, which warrants caution in interpreting the results. ...
March 2018
... It is believed that the decrease in the central mu rhythm ref lects the nonspecific activation of the motor areas of the cortex when projecting observed gestures and transcoding the information from sensory to motor information, using a network of mirror neurons. There is enough reliable data showing that the mu rhythm does ref lect the activation of the mirror neurons (Bimbi et al. 2018;Bocharov et al. 2023;Bowman et al. 2017;Debnath et al. 2019;Filippi et al. 2016;Salo et al. 2019). In their review, Fox collected a large number of publications that showed reliable mu-suppression when observing and repeating human gestures and facial expressions (Fox et al. 2016). ...
March 2018
NeuroImage