Polarized Message-Passing in Graph Neural Networks

Polarized Message-Passing in Graph Neural Networks

With the widespread application of graph-structured data in various fields, Graph Neural Networks (GNNs) have attracted significant attention as a powerful tool for analyzing graph data. However, existing GNNs primarily rely on neighborhood node similarity information when learning node representations, overlooking the potential of node differences...

Hue selectivity from recurrent circuitry in Drosophila

Circuit Mechanisms of Hue Selectivity in the Fruit Fly Visual System Color perception is a key aspect of visual experience, playing an important role in the interaction between organisms and their environment. In primates and other animals with three types of photoreceptor cells, neurons in the visual cortex have been found to selectively respond t...

Unsupervised restoration of a complex learned behavior after large-scale neuronal perturbation

This paper reports on research investigating how zebra finches recover their complex learned behaviors following large-scale neuronal perturbations. The researchers selectively disrupted the activity of the projection neurons in the HVC (hyperpallium ventralis) region critical for song sequence generation in zebra finches using genetic tools, leadi...

Brief Communication: Brain Clearance is Reduced During Sleep and Anesthesia

Brain Clearance Mechanism Suppressed During Sleep and Anesthesia Background Clearing metabolic wastes and toxic substances from the brain is a crucial process for maintaining a healthy nervous system. However, the specific mechanism of this process has been debated. A widely discussed viewpoint suggests that the sleep state promotes the function of...

Closed-loop recruitment of striatal interneurons prevents compulsive-like grooming behaviors

Closed-loop recruitment of striatal interneurons prevents compulsive-like grooming behaviors

Obsessive-compulsive behaviors have long been associated with overactivation of the striatum. The GABA-ergic parvalbumin-positive interneurons (PVIs) in the striatum play a crucial role in regulating striatal activity and inhibiting inappropriate motivated behaviors. To investigate the potential role of striatal PVIs in regulating obsessive-compuls...

Cognitive representations of intracranial self-stimulation of midbrain dopamine neurons depend on stimulation frequency

This paper reports a study on the cognitive representation of intracranial self-stimulation (ICSS) of midbrain dopamine neurons. The authors aimed to answer why rats work to obtain ICSS, i.e., how the pulsatile activation of dopamine neurons is represented in the brain. Research Background: The pulsatile activation of dopamine neurons is typically ...

The subcommissural organ regulates brain development via secreted peptides

The subcommissural organ regulates brain development via secreted peptides

I. Research Background and Purpose The subcommissural organ (SCO) is a glandular structure located at the entrance of the ventricular system, which is present in humans and other vertebrates, but its function has not been fully elucidated. Previous studies have suggested that the SCO may be involved in the regulation of neural development and the m...

Dimensionality reduction beyond neural subspaces with slice tensor component analysis

Background Introduction: Large-scale neural recording data can typically be described by patterns of co-activated neurons. However, the view of constraining neural activity variability to a fixed low-dimensional subspace may overlook higher-dimensional structures, such as fixed neural sequences or slowly evolving latent spaces. This study argues th...

Identification of senescent, TREM2-expressing microglia in aging and Alzheimer's disease model mouse brain

Identification of senescent, TREM2-expressing microglia in aging and Alzheimer's disease model mouse brain

Alzheimer’s disease (AD) is an age-related chronic neurodegenerative disorder, whose pathological mechanism involves multiple factors, including brain inflammation. Microglia, particularly those expressing the AD risk gene TREM2, are believed to play a crucial role in the development of AD, but their exact contribution has not been fully elucidated...

Targeting pathological cells with senolytic drugs reduces seizures in neurodevelopmental mTOR-related epilepsy

This is a research report on focal cortical dysplasia (FCD) type II. The authors aim to investigate the cellular senescence phenomenon present in FCD II and whether targeting these senescent cells can alleviate seizures. Background: FCD II is a common cortical malformation causing childhood epilepsy and developmental delay. It is caused by somatic ...