Towards a Unified Theory of Neocortex: Laminar Cortical Circuits for Vision and Cognition

A key goal of computational neuroscience is to link brain mechanisms to behavioral functions. The present article describes recent progress towards explaining how laminar neocortical circuits give rise to biological intelligence. These circuits embody two new and revolutionary computational paradigms: Complementary Computing and Laminar Computing. Circuit properties include a novel synthesis of feedforward and feedback processing, of digital and analog processing, and of pre-attentive and attentive processing. This synthesis clarifies the appeal of Bayesian approaches but has a far greater predictive range that naturally extends to self-organizing processes. Examples from vision and cognition are summarized. A LAMINART architecture unifies properties of visual development, learning, perceptual grouping, attention, and 3D vision. A key modeling theme is that the mechanisms which enable development and learning to occur in a stable way imply properties of adult behavior. It is noted how higher-order attentional constraints can influence multiple cortical regions, and how spatial and object attention work together to learn view-invariant object categories. In particular, a form-fitting spatial attentional shroud can allow an emerging view-invariant object category to remain active while multiple view categories are associated with it during sequences of saccadic eye movements. Finally, the chapter summarizes recent work on the LIST PARSE model of cognitive information processing by the laminar circuits of prefrontal cortex. LIST PARSE models the short-term storage of event sequences in working memory, their unitization through learning into sequence, or list, chunks, and their read-out in planned sequential performance that is under volitional control. LIST PARSE provides a laminar embodiment of Item and Order working memories, also called Competitive Queuing models, that have been supported by both psychophysical and neurobiological data. These examples show how variations of a common laminar cortical design can embody properties of visual and cognitive intelligence that seem, at least on the surface, to be mechanistically unrelated.

The Synthesis of Arbitrary Stable Dynamics in Non-linear Neural Networks II: Feedback and Universality

We wish to construct a realization theory of stable neural networks and use this theory to model the variety of stable dynamics apparent in natural data. Such a theory should have numerous applications to constructing specific artificial neural networks with desired dynamical behavior. The networks used in this theory should have well understood dynamics yet be as diverse as possible to capture natural diversity. In this article, I describe a parameterized family of higher order, gradient-like neural networks which have known arbitrary equilibria with unstable manifolds of known specified dimension. Moreover, any system with hyperbolic dynamics is conjugate to one of these systems in a neighborhood of the equilibrium points. Prior work on how to synthesize attractors using dynamical systems theory, optimization, or direct parametric. fits to known stable systems, is either non-constructive, lacks generality, or has unspecified attracting equilibria. More specifically, We construct a parameterized family of gradient-like neural networks with a simple feedback rule which will generate equilibrium points with a set of unstable manifolds of specified dimension. Strict Lyapunov functions and nested periodic orbits are obtained for these systems and used as a method of synthesis to generate a large family of systems with the same local dynamics. This work is applied to show how one can interpolate finite sets of data, on nested periodic orbits.

On information rates of time-varying fading channels modeled as finite-state Markov channels

We study information rates of time-varying flat-fading channels (FFC) modeled as finite-state Markov channels (FSMC). FSMCs have two main applications for FFCs: modeling channel error bursts and decoding at the receiver. Our main finding in the first application is that receiver observation noise can more adversely affect higher-order FSMCs than lower-order FSMCs, resulting in lower capacities. This is despite the fact that the underlying higher-order FFC and its corresponding FSMC are more predictable. Numerical analysis shows that at low to medium SNR conditions (SNR lsim 12 dB) and at medium to fast normalized fading rates (0.01 lsim fDT lsim 0.10), FSMC information rates are non-increasing functions of memory order. We conclude that BERs obtained by low-order FSMC modeling can provide optimistic results. To explain the capacity behavior, we present a methodology that enables analytical comparison of FSMC capacities with different memory orders. We establish sufficient conditions that predict higher/lower capacity of a reduced-order FSMC, compared to its original high-order FSMC counterpart. Finally, we investigate the achievable information rates in FSMC-based receivers for FFCs. We observe that high-order FSMC modeling at the receiver side results in a negligible information rate increase for normalized fading rates fDT lsim 0.01.

Second-order distorted wave calculation for electron impact ionization of hydrogen

The triple differential cross sections for ionization of atomic hydrogen by electron impact are analysed in the case of coplanar, asymmetric geometry within the framework of second- order distorted wave theory. Detailed calculations are performed without making any approximations (other than numerical) in the evaluation of the second-order amplitude. The present results are compared with experimental measurements and other theoretical calculations for incident energies of 250, 150 and 54.4 eV. It is found that the second-order calculations represent a marked improvement over the results obtained from first-order theories for impact energies of 150 eV and higher. The close agreement between the present second-order plane wave calculation and those of Byron et al calculated using the closure approximation at an incident energy of 250 eV implies that the closure approximation is valid for this energy. The large difference between the present second-order distorted wave calculations and experiment at an incident energy of 54.4 eV suggests that higher order effects are important for incident energies less than 100 eV.

Green function for the diffusion limit of one-dimensional continuous time random walks

It is shown how the fractional probability density diffusion equation for the diffusion limit of one-dimensional continuous time random walks may be derived from a generalized Markovian Chapman-Kolmogorov equation. The non-Markovian behaviour is incorporated into the Markovian Chapman-Kolmogorov equation by postulating a Levy like distribution of waiting times as a kernel. The Chapman-Kolmogorov equation so generalised then takes on the form of a convolution integral. The dependence on the initial conditions typical of a non-Markovian process is treated by adding a time dependent term involving the survival probability to the convolution integral. In the diffusion limit these two assumptions about the past history of the process are sufficient to reproduce anomalous diffusion and relaxation behaviour of the Cole-Cole type. The Green function in the diffusion limit is calculated using the fact that the characteristic function is the Mittag-Leffler function. Fourier inversion of the characteristic function yields the Green function in terms of a Wright function. The moments of the distribution function are evaluated from the Mittag-Leffler function using the properties of characteristic functions and a relation between the powers of the second moment and higher order even moments is derived. (C) 2004 Elsevier B.V. All rights reserved.

Parametric FIR Design of Propagation Loss Filters in Digital Waveguide String Models

One of the attractive features of sound synthesis by physical modeling is the potential to build acoustic-sounding digital instruments that offer more flexibility and different options in its design and control than their real-life counterparts. In order to develop such virtual-acoustic instruments, the models they are based on need to be fully parametric, i.e., all coefficients employed in the model are functions of physical parameters that are controlled either online or at the (offline) design stage. In this letter we show how propagation losses can be parametrically incorporated in digital waveguide string models with the use of zero-phase FIR filters. Starting from the simplest possible design in the form of a three-tap FIR filter, a higher-order FIR strategy is presented and discussed within the perspective of string sound synthesis with digital waveguide models.

Investigation on the influence of the order on ambisonics reproduced sound scene over headphones

To investigate the performance of ambisonics systems reproduced over headphones, a pairwise comparison test was carried out. Binaurally reproduced sound scenes for 2D ambisonic orders 1 to 4 decoded on 2M + 2 virtual loudspeakers using two decoder options, basic and mixed basic and maxrE were used. Similarity ratings are obtained from pairwise comparisons between all of the combinations of systemsa and a binaural reference.

Modularity of auditory spatial representations

Abstract : Auditory spatial functions are of crucial importance in everyday life. Determining the origin of sound sources in space plays a key role in a variety of tasks including orientation of attention, disentangling of complex acoustic patterns reaching our ears in noisy environments. Following brain damage, auditory spatial processing can be disrupted, resulting in severe handicaps. Complaints of patients with sound localization deficits include the inability to locate their crying child or being over-loaded by sounds in crowded public places. Yet, the brain bears a large capacity for reorganization following damage and/or learning. This phenomenon is referred as plasticity and is believed to underlie post-lesional functional recovery as well as learning-induced improvement. The aim of this thesis was to investigate the organization and plasticity of different aspects of auditory spatial functions. Overall, we report the outcomes of three studies: In the study entitled "Learning-induced plasticity in auditory spatial representations" (Spierer et al., 2007b), we focused on the neurophysiological and behavioral changes induced by auditory spatial training in healthy subjects. We found that relatively brief auditory spatial discrimination training improves performance and modifies the cortical representation of the trained sound locations, suggesting that cortical auditory representations of space are dynamic and subject to rapid reorganization. In the same study, we tested the generalization and persistence of training effects over time, as these are two determining factors in the development of neurorehabilitative intervention. In "The path to success in auditory spatial discrimination" (Spierer et al., 2007c), we investigated the neurophysiological correlates of successful spatial discrimination and contribute to the modeling of the anatomo-functional organization of auditory spatial processing in healthy subjects. We showed that discrimination accuracy depends on superior temporal plane (STP) activity in response to the first sound of a pair of stimuli. Our data support a model wherein refinement of spatial representations occurs within the STP and that interactions with parietal structures allow for transformations into coordinate frames that are required for higher-order computations including absolute localization of sound sources. In "Extinction of auditory stimuli in hemineglect: space versus ear" (Spierer et al., 2007a), we investigated auditory attentional deficits in brain-damaged patients. This work provides insight into the auditory neglect syndrome and its relation with neglect symptoms within the visual modality. Apart from contributing to a basic understanding of the cortical mechanisms underlying auditory spatial functions, the outcomes of the studies also contribute to develop neurorehabilitation strategies, which are currently being tested in clinical populations.

The role of the right parietal cortex in sound localization: a chronometric single pulse transcranial magnetic stimulation study.

Auditory spatial functions, including the ability to discriminate between the positions of nearby sound sources, are subserved by a large temporo-parieto-frontal network. With the aim of determining whether and when the parietal contribution is critical for auditory spatial discrimination, we applied single pulse transcranial magnetic stimulation on the right parietal cortex 20, 80, 90 and 150 ms post-stimulus onset while participants completed a two-alternative forced choice auditory spatial discrimination task in the left or right hemispace. Our results reveal that transient TMS disruption of right parietal activity impairs spatial discrimination when applied at 20 ms post-stimulus onset for sounds presented in the left (controlateral) hemispace and at 80 ms for sounds presented in the right hemispace. We interpret our finding in terms of a critical role for controlateral temporo-parietal cortices over initial stages of the building-up of auditory spatial representation and for a right hemispheric specialization in integrating the whole auditory space over subsequent, higher-order processing stages.

L’intégration de la perception visuelle du mouvement

La perception visuelle du mouvement est essentielle à l’exécution de déplacements sécuritaires ainsi qu’à l’interaction efficace avec notre environnement. C’est pourquoi il est nécessaire de comprendre la nature des mécanismes responsables de l’analyse de l’information sur le mouvement, ainsi que l’effet du vieillissement sur la réponse de ces mécanismes. Deux études seront présentées. La première avait pour but l’analyse des mécanismes responsables de la perception du mouvement de rotation fractale, nouveau stimulus introduit par Benton, O’Brien & Curran (2007). Ce type de stimulus a été créé afin d’isoler les mécanismes sensibles à la forme. Plusieurs auteurs ont suggéré que les mécanismes sensibles au mouvement de deuxième ordre utiliseraient les indices de position afin d’extraire l’information sur le mouvement (Seiffert & Cavanagh, 1998). Ainsi, la présente étude visait à déterminer si la rotation fractale est analysée par de tels mécanismes. Les résultats obtenus suggèrent que les mécanismes sensibles à la rotation fractale seraient basés sur l’orientation; tandis que ceux sensibles à la rotation de premier ordre, basés sur l’énergie. De plus, une certaine dissociation des mécanismes responsables du traitement de la rotation fractale et de premier ordre serait présente. La deuxième étude avait pour but, quant à elle, d’établir l’effet du vieillissement sur l’intégration du mouvement de premier et deuxième ordre. Les résultats indiquent que les mécanismes sensibles au mouvement de deuxième ordre seraient davantage affectés, comparativement à ceux de premier ordre. Ainsi, les fonctions visuelles requérant une intégration corticale de plus haut niveau seraient davantage affectées par l’effet du vieillissement.

Efficient estimation using the characteristic function : theory and applications with high frequency data

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Les cartes fonctionnelles dans le cortex visuel du chat : nouvelles stratégies d’évaluation en imagerie optique et mise en évidence de l’organisation anatomo-fonctionnelle

Le regroupement des neurones de propriétés similaires est à l’origine de modules permettant d’optimiser l’analyse de l’information. La conséquence est la présence de cartes fonctionnelles dans le cortex visuel primaire de certains mammifères pour de nombreux paramètres tels que l’orientation, la direction du mouvement ou la position des stimuli (visuotopie). Le premier volet de cette thèse est consacré à caractériser l’organisation modulaire dans le cortex visuel primaire pour un paramètre fondamental, la suppression centre / pourtour et au delà du cortex visuel primaire (dans l’aire 21a), pour l’orientation et la direction. Toutes les études ont été effectuées à l’aide de l’imagerie optique des signaux intrinsèques sur le cortex visuel du chat anesthésié. La quantification de la modulation par la taille des stimuli à permis de révéler la présence de modules de forte et de faible suppression par le pourtour dans le cortex visuel primaire (aires 17 et 18). Ce type d’organisation n’avait été observé jusqu’ici que dans une aire de plus haut niveau hiérarchique chez le primate. Une organisation modulaire pour l’orientation, similaire à celle observée dans le cortex visuel primaire a été révélée dans l’aire 21a. Par contre, contrairement à l’aire 18, l’aire 21a ne semblait pas être organisée en domaine de direction. L’ensemble de ces résultats pourront permettre d’alimenter les connaissances sur l’organisation anatomo-fonctionnelle du cortex visuel du chat mais également de mieux comprendre les facteurs qui déterminent la présence d’une organisation modulaire. Le deuxième volet abordé dans cette thèse s’est intéressé à l’amélioration de l’aspect quantitatif apporté par l’analyse temporelle en imagerie optique des signaux intrinsèques. Cette nouvelle approche, basée sur l’analyse de Fourier a permis d’augmenter considérablement le rapport signal / bruit des enregistrements. Toutefois, cette analyse ne s’est basée jusqu’ici que sur la quantification d’une seule harmonique ce qui a limité son emploi à la cartographie de l’orientation et de rétinotopie uniquement. En exploitant les plus hautes harmoniques, un modèle a été proposé afin d’estimer la taille des champs récepteurs et la sélectivité à la direction. Ce modèle a par la suite été validé par des approches conventionnelles dans le cortex visuel primaire.

Substrats neuronaux du traitement visuel et sémantique des mots dans le vieillissement normal : apports de la MEG

Bien que l’on ait longtemps considéré que les substrats cérébraux de la mémoire sémantique (MS) demeuraient intacts au cours du vieillissement normal (VN), en raison d’une préservation de la performance des personnes âgées à des épreuves sémantiques, plusieurs études récentes suggèrent que des modifications cérébrales sous-tendant le traitement sémantique opèrent au cours du vieillissement. Celles-ci toucheraient principalement les régions responsables des aspects exécutifs du traitement sémantique, impliqués dans les processus de recherche, de sélection et de manipulation stratégique de l’information sémantique. Cependant, les mécanismes spécifiques régissant la réorganisation cérébrale du traitement sémantique au cours du VN demeurent méconnus, notamment en raison de divergences méthodologiques entre les études. De plus, des données de la littérature suggèrent que des modifications cérébrales associées au vieillissement pourraient également avoir lieu en relation avec les aspects perceptifs visuels du traitement des mots. Puisque le processus de lecture des mots représente un processus interactif et dynamique entre les fonctions perceptuelles de bas niveau et les fonctions de plus haut niveau tel que la MS, il pourrait exister des modifications liées à l’âge au plan des interactions cérébrales entre les aspects perceptifs et sémantiques du traitement des mots. Dans son ensemble, l’objectif de la présente thèse était de caractériser les modifications cérébrales ainsi que le décours temporel du signal cérébral qui sont associés au traitement sémantique ainsi qu’au traitement perceptif des mots en lien avec le VN, ainsi que les relations et les modulations entre les processus sémantiques et perceptifs au cours du VN, en utilisant la magnétoencéphalographie (MEG) comme technique d’investigation. Dans un premier temps (chapitre 2), les patrons d’activation cérébrale d’un groupe de participants jeunes et d’un groupe de participants âgés sains ont été comparés alors qu’ils effectuaient une tâche de jugement sémantique sur des mots en MEG, en se concentrant sur le signal autour de la N400, une composante associée au traitement sémantique. Les résultats démontrent que des modifications cérébrales liées à l’âge touchent principalement les structures impliquées dans les aspects exécutifs du traitement sémantique. Une activation plus importante du cortex préfrontal inférieur (IPC) a été observée chez les participants jeunes que chez les participants âgés, alors que ces derniers activaient davantage les régions temporo-pariétales que les jeunes adultes. Par ailleurs, le lobe temporal antérieur (ATL) gauche, considéré comme une région centrale et amodale du traitement sémantique, était également davantage activé par les participants âgés que par les jeunes adultes. Dans un deuxième temps (chapitre 3), les patrons d’activation cérébrale d’un groupe de participants jeunes et d’un groupe de participants âgés sains ont été comparés en se concentrant sur le signal associé au traitement perceptif visuel, soit dans les 200 premières millisecondes du traitement des mots. Les résultats montrent que des modifications cérébrales liées à l’âge touchent le gyrus fusiforme mais aussi le réseau sémantique, avec une plus grande activation pour le groupe de participants âgés, malgré une absence de différence d’activation dans le cortex visuel extrastrié entre les deux groupes. Les implications théoriques des résultats de ces deux études sont ensuite discutées, et les limites et perspectives futures sont finalement adressées (chapitre 4).

Heterochromatin und epigenetische Kontrolle der Centromere in Dictyostelium discoideum

Heterochromatin Protein 1 (HP1) is an evolutionarily conserved protein required for formation of a higher-order chromatin structures and epigenetic gene silencing. The objective of the present work was to functionally characterise HP1-like proteins in Dictyostelium discoideum, and to investigate their function in heterochromatin formation and transcriptional gene silencing. The Dictyostelium genome encodes three HP1-like proteins (hcpA, hcpB, hcpC), from which only two, hcpA and hcpB, but not hcpC were found to be expressed during vegetative growth and under developmental conditions. Therefore, hcpC, albeit no obvious pseudogene, was excluded from this study. Both HcpA and HcpB show the characteristic conserved domain structure of HP1 proteins, consisting of an N-terminal chromo domain and a C-terminal chromo shadow domain, which are separated by a hinge. Both proteins show all biochemical activities characteristic for HP1 proteins, such as homo- and heterodimerisation in vitro and in vivo, and DNA binding activtity. HcpA furthermore seems to bind to K9-methylated histone H3 in vitro. The proteins thus appear to be structurally and functionally conserved in Dictyostelium. The proteins display largely identical subnuclear distribution in several minor foci and concentration in one major cluster at the nuclear periphery. The localisation of this cluster adjacent to the nucleus-associated centrosome and its mitotic behaviour strongly suggest that it represents centromeric heterochromatin. Furthermore, it is characterised by histone H3 lysine-9 dimethylation (H3K9me2), which is another hallmark of Dictyostelium heterochromatin. Therefore, one important aspect of the work was to characterise the so-far largely unknown structural organisation of centromeric heterochromatin. The Dictyostelium homologue of inner centromere protein INCENP (DdINCENP), co-localized with both HcpA and H3K9me2 during metaphase, providing further evidence that H3K9me2 and HcpA/B localisation represent centromeric heterochromatin. Chromatin immunoprecipitation (ChIP) showed that two types of high-copy number retrotransposons (DIRS-1 and skipper), which form large irregular arrays at the chromosome ends, which are thought to contain the Dictyostelium centromeres, are characterised by H3K9me2. Neither overexpression of full-length HcpA or HcpB, nor deletion of single Hcp isoforms resulted in changes in retrotransposon transcript levels. However, overexpression of a C-terminally truncated HcpA protein, assumed to display a dominant negative effect, lead to an increase in skipper retrotransposon transcript levels. Furthermore, overexpression of this protein lead to severe growth defects in axenic suspension culture and reduced cell viability. In order to elucidate the proteins functions in centromeric heterochromatin formation, gene knock-outs for both hcpA and hcpB were generated. Both genes could be successfully targeted and disrupted by homologous recombination. Surprisingly, the degree of functional redundancy of the two isoforms was, although not unexpected, very high. Both single knock-out mutants did not show any obvious phenotypes under standard laboratory conditions and only deletion of hcpA resulted in subtle growth phenotypes when grown at low temperature. All attempts to generate a double null mutant failed. However, both endogenous genes could be disrupted in cells in which a rescue construct that ectopically expressed one of the isoforms either with N-terminal 6xHis- or GFP-tag had been introduced. The data imply that the presence of at least one Hcp isoform is essential in Dictyostelium. The lethality of the hcpA/hcpB double mutant thus greatly hampered functional analysis of the two genes. However, the experiment provided genetic evidence that the GFP-HcpA fusion protein, because of its ability to compensate the loss of the endogenous HcpA protein, was a functional protein. The proteins displayed quantitative differences in dimerisation behaviour, which are conferred by the slightly different hinge and chromo shadow domains at the C-termini. Dimerisation preferences in increasing order were HcpA-HcpA << HcpA-HcpB << HcpB-HcpB. Overexpression of GFP-HcpA or a chimeric protein containing the HcpA C-terminus (GFP-HcpBNAC), but not overexpression of GFP-HcpB or GFP-HcpANBC, lead to increased frequencies of anaphase bridges in late mitotic cells, which are thought to be caused by telomere-telomere fusions. Chromatin targeting of the two proteins is achieved by at least two distinct mechanisms. The N-terminal chromo domain and hinge of the proteins are required for targeting to centromeric heterochromatin, while the C-terminal portion encoding the CSD is required for targeting to several other chromatin regions at the nuclear periphery that are characterised by H3K9me2. Targeting to centromeric heterochromatin likely involves direct binding to DNA. The Dictyostelium genome encodes for all subunits of the origin recognition complex (ORC), which is a possible upstream component of HP1 targeting to chromatin. Overexpression of GFP-tagged OrcB, the Dictyostelium Orc2 homologue, showed a distinct nuclear localisation that partially overlapped with the HcpA distribution. Furthermore, GFP-OrcB localized to the centrosome during the entire cell cycle, indicating an involvement in centrosome function. DnmA is the sole DNA methyltransferase in Dictyostelium required for all DNA(cytosine-)methylation. To test for its in vivo activity, two different cell lines were established that ectopically expressed DnmA-myc or DnmA-GFP. It was assumed that overexpression of these proteins might cause an increase in the 5-methyl-cytosine(5-mC)-levels in the genomic DNA due to genomic hypermethylation. Although DnmA-GFP showed preferential localisation in the nucleus, no changes in the 5-mC-levels in the genomic DNA could be detected by capillary electrophoresis.

Funciones cognitivas de individuos positivos para VIH/SIDA asistentes a un programa de atención integral

Objetivos. Caracterizar el perfil neuropsicológico de una muestra de 22 pacientes diagnosticados con VIH/SIDA, de un hospital de 4to nivel de Bogotá. Materiales y métodos. Estudio descriptivo de tipo exploratorio. Se hizo una descripción de las características neuropsicológicas de las personas con VIH/SIDA. Los resultados de la evaluación neuropsicológica de los sujetos se analizaron con el programa SPSS. Las variables registradas fueron edad, genero, escolaridad, tiempo de diagnóstico y funciones cognitivas superiores. Se incluyeron en el estudio los sujetos con diagnóstico de VIH/SIDA y con reportes de quejas subjetivas de memoria. No se excluyeron aquellos sujetos con antecedentes o presencia de alteraciones psiquiátricas. Resultados. Se creó una base de datos de 22 sujetos, de los cuales predominaron participantes del sexo masculino (77.3%); edad promedio 53,5 años. Se encontró que las funciones con mayor compromiso, sin importar tiempo de diagnóstico, fueron la atención sostenida, la memoria declarativa y la función ejecutiva (control inhibitorio). Las funciones más preservadas fueron las visoespaciales. Conclusiones. Es fundamental que los sujetos con diagnóstico de VIH/SIDA, sean valorados desde un inicio por neuropsicología para incluirlos en un protocolo de prevención y rehabilitación cognitiva específico para dicha población. Se recomienda que el protocolo sea diseñado por un equipo multidisciplinar de diferentes profesionales de la salud.