A Computational Model of the Development of Separate Representations of Facial Identity and Expression in the Primate Visual System

Experimental studies have provided evidence that the visual processing areas of the primate brain represent facial identity and facial expression within different subpopulations of neurons. For example, in non-human primates there is evidence that cells within the inferior temporal gyrus (TE) respond primarily to facial identity, while cells within the superior temporal sulcus (STS) respond to facial expression. More recently, it has been found that the orbitofrontal cortex (OFC) of non-human primates contains some cells that respond exclusively to changes in facial identity, while other cells respond exclusively to facial expression. How might the primate visual system develop physically separate representations of facial identity and expression given that the visual system is always exposed to simultaneous combinations of facial identity and expression during learning? In this paper, a biologically plausible neural network model, VisNet, of the ventral visual pathway is trained on a set of carefully-designed cartoon faces with different identities and expressions. The VisNet model architecture is composed of a hierarchical series of four Self-Organising Maps (SOMs), with associative learning in the feedforward synaptic connections between successive layers. During learning, the network develops separate clusters of cells that respond exclusively to either facial identity or facial expression. We interpret the performance of the network in terms of the learning properties of SOMs, which are able to exploit the statistical indendependence between facial identity and expression

Reconciling models of surround modulation and V1 feature map development

The cerebral cortex of mammals is organized as set of topographic maps, forming sensory and motor areas such as those in the visual, auditory, and somatosensory systems. Understanding how these maps develop and whether they have any functional significance is critical for understanding cortical processing. The prototypical example of topographic feature maps is the map of orientation preference in primary visual corte

Coactivating Signals for the Hepatic Lymphocyte Gamma Interferon Response to Francisella tularensis

The facultative intracellular bacterium Francisella tularensis is capable of causing systemic infections in various hosts, including mice and humans. The liver is a major secondary site of F. tularensis infection, but hepatic immune responses to the pathogen remain poorly defined. Immune protection against the pathogen is thought to depend on the cytokine gamma interferon (IFN-γ), but the cellular basis for this response has not been characterized. Here we report that natural killer cells from the livers of naïve uninfected mice produced IFN-γ when challenged with live bacteria in vitro and that the responses were greatly increased by coactivation of the cells with either recombinant interleukin-12 (IL-12) or IL-18. Moreover, the two cytokines had strong synergistic effects on IFN-γ induction. Neutralizing antibodies to either IL-12 or IL-18 inhibited IFN-γ production in vitro, and mice deficient in the p35 subunit of IL-12 failed to show IFN-γ responses to bacterial challenge either in vitro or in vivo. Clinical isolates of highly virulent type A Francisella tularensis subsp. tularensis organisms were comparable to the live attenuated vaccine strain of Francisella tularensis subsp. holarctica in their ability to induce IL-12 and IFN-γ expression. These findings demonstrate that cells capable of mounting IFN-γ responses to F. tularensis are resident within the livers of uninfected mice and depend on coactivation by IL-12 and IL-18 for optimum responses

A Unified Neural Network Model for the Self-organization of Topographic Receptive Fields and Lateral Interaction

A self-organizing neural network model for the simultaneous development of topographic receptive fields and lateral interactions in cortical maps is presented. Both afferent and lateral connections adapt by the same Hebbian mechanism in a purely local and unsupervised learning process. Afferent input weights of each neuron self-organize into hill-shaped profiles, receptive fields organize topographically across the network, and unique lateral interaction profiles develop for each neuron. The resulting self-organized structure remains in a dynamic and continuously-adapting equilibrium with the input. The model can be seen as a generalization of previous self-organizing models of the visual cortex, and provides a general computational framework for experiments on receptive field development and cortical plasticity. The model also serves to point out general limits on activity-dependent self-organization: when multiple inputs are presented simultaneously, the receptive field centers need ..

NK Cells and Gamma Interferon Coordinate the Formation and Function of Hepatic Granulomas in Mice Infected with the Francisella tularensis Live Vaccine Strain▿

Host innate immune responses to many intracellular pathogens include the formation of inflammatory granulomas that are thought to provide a physical barrier between the microbe and host. Because two common features of infections with the live vaccine strain (LVS) of Francisella tularensis within the mouse liver are the formation of granulomas and the production of gamma interferon (IFN-γ), we have asked what role IFN-γ plays in hepatic granuloma formation and function. Francisella antigens were predominantly localized within granulomas of the livers of mice infected with F. tularensis LVS 4 days postinfection. Hepatic granulomas also contained large numbers of dying cells, some of which coexpressed the F4/80 macrophage antigen and activated caspase-3. IFN-γ-deficient mice did not form normal numbers of hepatic granulomas and showed widely disseminated Francisella antigens within the liver. The incidence of cell death within hepatic granulomas also decreased significantly in the absence of IFN-γ. Inducible NO synthase (iNOS) expression was restricted to the granulomas of wild-type mice but was not seen for IFN-γ-deficient mice. Cell death within granulomas was also significantly decreased for iNOS-deficient mice. The predominant IFN-γ-expressing cells in the liver were NK cells. Depleting NK cells resulted in the expression of bacterial antigens and iNOS outside the granulomas and the appearance of extensive hepatic focal necrosis. These findings indicate that IFN-γ and hepatic NK cells that are activated during F. tularensis LVS infections regulate hepatic granuloma formation, the spatial containment of infection, the expression of iNOS, and the induction of cell death within the liver

Francisella tularensis Induces Extensive Caspase-3 Activation and Apoptotic Cell Death in the Tissues of Infected Mice▿

Although Francisella tularensis subsp. tularensis is known to cause extensive tissue necrosis, the pathogenesis of tissue injury has not been elucidated. To characterize cell death in tularemia, C57BL/6 mice were challenged by the intranasal route with type A F. tularensis, and the pathological changes in infected tissues were characterized over the next 4 days. At 3 days postinfection, well-organized inflammatory infiltrates developed in the spleen and liver following the spread of infection from the lungs. By the next day, extensive cell death, characterized by the presence of pyknotic cells containing double-strand DNA breaks, was apparent throughout these inflammatory foci. Cell death was not mediated by activated caspase-1, as has been reported for cells infected with other Francisella subspecies. Mouse macrophages and dendritic cells that had been stimulated with type A F. tularensis did not release interleukin-18 in vitro, a response that requires the activation of procaspase-1. Dying cells within type A F. tularensis-infected tissues expressed activated caspase-3 but very little activated caspase-1. When caspase-1-deficient mice were challenged with type A F. tularensis, pathological changes, including extensive cell death, were similar to those seen in infected wild-type mice. In contrast, type A F. tularensis-infected caspase-3-deficient mice showed much less death among their F4/80+ spleen cells than did infected wild-type mice, and they retained the ability to express tumor necrosis factor alpha and inducible NO synthase. These findings suggest that type A F. tularensis induces caspase-3-dependent macrophage apoptosis, resulting in the loss of potentially important innate immune responses to the pathogen