O poder cognitivo das redes neurais artificiais modelo ART1 na recuperação da informação

O artigo relata um experimento de simulação computacional de um sistema de recuperação da informação composto por uma base de índices textuais de uma amostra de documentos, um software de rede neural artificial implementando conceitos da Teoria da Ressonância Adaptativa, para automação do processo de ordenação e apresentação de resultados, e um usuário humano interagindo com o sistema em processos de consulta. O objetivo do experimento foi demonstrar (i) a utilidade das redes neurais de Carpenter e Grossberg (1988) baseadas nessa teoria e (ii) o poder de resolução semântica com índices sintagmáticos da abordagem SiRILiCO proposta por Gottschalg-Duque (2005), para o qual um sintagma nominal ou proposição é uma unidade linguística constituda de sentido maior que o significado de uma palavra e menor que uma narrativa ou uma teoria. O experimento demonstrou a eficácia e a eficiência de um sistema de recuperação da informação combinando esses recursos, concluindo-se que um ambiente computacional dessa natureza terá capacidade de clusterização (agrupamento) variável on-line com entradas e aprendizado contínuos no modo não supervisionado, sem necessidade de treinamento em modo batch (off-line), para responder a consultas de usuários em redes de computadores com desempenho promissor.

Overview of molecular interactions using Biacore

Surface Plasmon Resonance (SPR) technology is a powerful tool for studying a wide range of different putative interactions. This kind of optical biosensors allow to obtain (in real time and without labelling)quantitative and qualitative information about the kinetics of the surfacebindingprocess. The most critical points to keep in mind when using the technique are presented, as well as practical examples of applications.

Nuclear magnetic resonance

This article reviews the principles and methods of nuclear magnetic resonance spectroscopy, and gives examples of applications carried out at ourFacility, which illustrate the capabilities of the technique.

Polychlorinated trityl radicals for dynamic nuclear polarization: the role of chlorine nuclei

Polychlorinated trityl radicals bearing carboxylate substituents are water soluble persistent radicals that can be used for dynamic nuclear polarization. In contrast to other trityl radicals, the polarization mechanism differs from the classical solid effect. DFT calculations performed to rationalize this behaviour support the hypothesis that polarization is transferred from the unpaired electron to chlorine nuclei and from these to carbon by spin diffusion. The marked differences observed between neutral and anionic forms of the radical will be discussed.

Long-lived States in an intrinsically disordered protein domain

Long-lived states (LLS) are relaxation-favoured eigenstates of J-coupled magnetic nuclei. LLS were measured, along with classical 1H and 15 N relaxation rate constants, in aminoacids of the N-terminal Unique domain of the c-Src kinase (USrc), which is disordered in vitro under physiological conditions. The relaxation rates of LLS are a probe for motions and interactions in biomolecules. LLS of the aliphatic protons of glycines, with lifetimes ca. four times longer than their spin-lattice relaxation times, are reported for the first time in an intrinsically disordered protein domain (IDP). LLS relaxation experiments were integrated with 2D spectroscopy methods, further adapting them for studies on proteins.

Meta-structure correlation in protein space unveils different selection rules for folded and intrinsically disordered proteins

The number of existing protein sequences spans a very small fraction of sequence space. Natural proteins have overcome a strong negative selective pressure to avoid the formation of insoluble aggregates. Stably folded globular proteins and intrinsically disordered proteins (IDP) use alternative solutions to the aggregation problem. While in globular proteins folding minimizes the access to aggregation prone regions IDPs on average display large exposed contact areas. Here, we introduce the concept of average meta-structure correlation map to analyze sequence space. Using this novel conceptual view we show that representative ensembles of folded and ID proteins show distinct characteristics and responds differently to sequence randomization. By studying the way evolutionary constraints act on IDPs to disable a negative function (aggregation) we might gain insight into the mechanisms by which function - enabling information is encoded in IDPs.

Cardiac motion estimation by joint alignment of tagged MRI sequences

Image registration has been proposed as an automatic method for recovering cardiac displacement fields from Tagged Magnetic Resonance Imaging (tMRI) sequences. Initially performed as a set of pairwise registrations, these techniques have evolved to the use of 3D+t deformation models, requiring metrics of joint image alignment (JA). However, only linear combinations of cost functions defined with respect to the first frame have been used. In this paper, we have applied k-Nearest Neighbors Graphs (kNNG) estimators of the -entropy (H ) to measure the joint similarity between frames, and to combine the information provided by different cardiac views in an unified metric. Experiments performed on six subjects showed a significantly higher accuracy (p < 0.05) with respect to a standard pairwise alignment (PA) approach in terms of mean positional error and variance with respect to manually placed landmarks. The developed method was used to study strains in patients with myocardial infarction, showing a consistency between strain, infarction location, and coronary occlusion. This paper also presentsan interesting clinical application of graph-based metric estimators, showing their value for solving practical problems found in medical imaging.

Brain functional abnormality in schizo-affective disorder: an fMRI study.

Background.Schizo-affective disorder has not been studied to any significant extent using functional imaging. The aim of this study was to examine patterns of brain activation and deactivation in patients meeting strict diagnostic criteria for the disorder. METHOD: Thirty-two patients meeting research diagnostic criteria (RDC) for schizo-affective disorder (16 schizomanic and 16 schizodepressive) and 32 matched healthy controls underwent functional magnetic resonance imaging (fMRI) during performance of the n-back task. Linear models were used to obtain maps of activations and deactivations in the groups. RESULTS: Controls showed activation in a network of frontal and other areas and also deactivation in the medial frontal cortex, the precuneus and the parietal cortex. Schizo-affective patients activated significantly less in prefrontal, parietal and temporal regions than the controls, and also showed failure of deactivation in the medial frontal cortex. When task performance was controlled for, the reduced activation in the dorsolateral prefrontal cortex (DLPFC) and the failure of deactivation of the medial frontal cortex remained significant. CONCLUSIONS: Schizo-affective disorder shows a similar pattern of reduced frontal activation to schizophrenia. The disorder is also characterized by failure of deactivation suggestive of default mode network dysfunction.

Brain functional abnormality in schizo-affective disorder: an fMRI study.

Background.Schizo-affective disorder has not been studied to any significant extent using functional imaging. The aim of this study was to examine patterns of brain activation and deactivation in patients meeting strict diagnostic criteria for the disorder. METHOD: Thirty-two patients meeting research diagnostic criteria (RDC) for schizo-affective disorder (16 schizomanic and 16 schizodepressive) and 32 matched healthy controls underwent functional magnetic resonance imaging (fMRI) during performance of the n-back task. Linear models were used to obtain maps of activations and deactivations in the groups. RESULTS: Controls showed activation in a network of frontal and other areas and also deactivation in the medial frontal cortex, the precuneus and the parietal cortex. Schizo-affective patients activated significantly less in prefrontal, parietal and temporal regions than the controls, and also showed failure of deactivation in the medial frontal cortex. When task performance was controlled for, the reduced activation in the dorsolateral prefrontal cortex (DLPFC) and the failure of deactivation of the medial frontal cortex remained significant. CONCLUSIONS: Schizo-affective disorder shows a similar pattern of reduced frontal activation to schizophrenia. The disorder is also characterized by failure of deactivation suggestive of default mode network dysfunction.

Brain functional abnormality in schizo-affective disorder: an fMRI study.

Background.Schizo-affective disorder has not been studied to any significant extent using functional imaging. The aim of this study was to examine patterns of brain activation and deactivation in patients meeting strict diagnostic criteria for the disorder. METHOD: Thirty-two patients meeting research diagnostic criteria (RDC) for schizo-affective disorder (16 schizomanic and 16 schizodepressive) and 32 matched healthy controls underwent functional magnetic resonance imaging (fMRI) during performance of the n-back task. Linear models were used to obtain maps of activations and deactivations in the groups. RESULTS: Controls showed activation in a network of frontal and other areas and also deactivation in the medial frontal cortex, the precuneus and the parietal cortex. Schizo-affective patients activated significantly less in prefrontal, parietal and temporal regions than the controls, and also showed failure of deactivation in the medial frontal cortex. When task performance was controlled for, the reduced activation in the dorsolateral prefrontal cortex (DLPFC) and the failure of deactivation of the medial frontal cortex remained significant. CONCLUSIONS: Schizo-affective disorder shows a similar pattern of reduced frontal activation to schizophrenia. The disorder is also characterized by failure of deactivation suggestive of default mode network dysfunction.

Functional connectivity of reward processing in the brain

Controversial results have been reported concerning the neural mechanisms involved in the processing of rewards and punishments. On the one hand, there is evidence suggesting that monetary gains and losses activate a similar fronto-subcortical network. On the other hand, results of recent studies imply that reward and punishment may engage distinct neural mechanisms. Using functional magnetic resonance imaging (fMRI) we investigated both regional and interregional functional connectivity patterns while participants performed a gambling task featuring unexpectedly high monetary gains and losses. Classical univariate statistical analysis showed that monetary gains and losses activated a similar fronto-striatallimbic network, in which main activation peaks were observed bilaterally in the ventral striatum. Functional connectivity analysis showed similar responses for gain and loss conditions in the insular cortex, the amygdala, and the hippocampus that correlated with the activity observed in the seed region ventral striatum, with the connectivity to the amygdala appearing more pronounced after losses. Larger functional connectivity was found to the medial orbitofrontal cortex for negative outcomes. The fact that different functional patterns were obtained with both analyses suggests that the brain activations observed in the classical univariate approach identifi es the involvement of different functional networks in the current task. These results stress the importance of studying functional connectivity in addition to standard fMRI analysis in reward-related studies.

Structural changes induced by daily music listening in the recovering brain after middle cerebral artery stroke: a voxel-based morphometry study

Music is a highly complex and versatile stimulus for the brain that engages many temporal, frontal, parietal, cerebellar, and subcortical areas involved in auditory, cognitive, emotional, and motor processing. Regular musical activities have been shown to effectively enhance the structure and function of many brain areas, making music a potential tool also in neurological rehabilitation. In our previous randomized controlled study, we found that listening to music on a daily basis can improve cognitive recovery and improve mood after an acute middle cerebral artery stroke. Extending this study, a voxel-based morphometry (VBM) analysis utilizing cost function masking was performed on the acute and 6-month post-stroke stage structural magnetic resonance imaging data of the patients (n = 49) who either listened to their favorite music [music group (MG), n = 16] or verbal material [audio book group (ABG), n = 18] or did not receive any listening material [control group (CG), n = 15] during the 6-month recovery period. Although all groups showed significant gray matter volume (GMV) increases from the acute to the 6-month stage, there was a specific network of frontal areas [left and right superior frontal gyrus (SFG), right medial SFG] and limbic areas [left ventral/subgenual anterior cingulate cortex (SACC) and right ventral striatum (VS)] in patients with left hemisphere damage in which the GMV increases were larger in the MG than in the ABG and in the CG. Moreover, the GM reorganization in the frontal areas correlated with enhanced recovery of verbal memory, focused attention, and language skills, whereas the GM reorganization in the SACC correlated with reduced negative mood. This study adds on previous results, showing that music listening after stroke not only enhances behavioral recovery, but also induces fine-grained neuroanatomical changes in the recovering brain.

Caracterización mecánica de rollizos de sabina (Juniperus thurifera L.) de Castilla y León. Prueba de clasificación visual y evaluación mediante resonancia

El present treball es centra en la fusta en roll per a ús estructural de savina turífera (Juniperus thurifera L.) de Castella i Lleó. En ell s'ha caracteritzat mecànicament aquest material, determinant la resistència a flexió, el mòdul d'elasticitat i la densitat. En funció d'aquests tres paràmetres s'ha assignat una classe resistent al material. S'han avaluat diferents classificacions visuals per agrupar la població en subgrups en funció de les seves singularitats visuals, caracteritzant mecànicament cada un d'aquests subgrups. Així mateix s'ha avaluat el mètode de freqüència de ressonància com a estimador dels paràmetres mecànics. Aquesta metodologia està basada en la lectura de la freqüència sonora del material, a partir d'aquesta freqüència s'han proposat models per a estimar el mòdul d'elasticitat i la resistència a flexió del roll de savina.

La naturalesa de l'enllaç químic. Contribucions de Linus Pauling

Aquest treball comença amb un breu repàs de l'evolució històrica del concepte d'enllaç químic, seguit d'una introducció als dos models que, en el marc de la mecànica quàntica, es fan servir actualment per explicar aquell concepte (orbitals moleculars i enllaç-valència). Després d'aquesta introducció, es presenten les principals aportacions fetes per Linus Pauling en relació amb l'enllac, la major part de les quals s'enquadren en el context enllaç-valència. El treball de Heitler i London, considerat com l'inici del model enllaç-valència, posa de manifest que, quan els electrons que formen l'enllaç tenen els seus spins antiparal•lels, se situen preferentment entre els nuclis i poden llavors atreure'ls amb intensitat sufficient per vèncer la repulsió internuclear. En paraules de Pauling, la força química és una força d'origen electrostàtic, que pot ser atractiva o repulsiva depenent de l'orientació relativa dels spins electronics. El treball de Pauling relacionat amb la comprensió de l'enllaç és molt ampli. Una de les claus per entendre el seu èxit es deu a la concurrència de dos factors: la seva condició de químic, d'una Banda, i, de l'altra, el seu coneixement de la mecànica quàntica quan tot just s'estava desenvolupant en un restringit cercle de físics teòrics. Aquesta formació li permeté entroncar els conceptes quàntics amb el model de Lewis, ben conegut per la resta de químics. Destaquem l'especial rellevància de les publications dels anys trenta, les quals inclouen les contribucions més importants en relació amb la naturalesa de l'enllaç. Una d'aquestes és el concepte d'hibridació, el qual, malgrat el seu actual desprestigi per part de molts químics quàntics, ha tingut una importància històrica cabdal, en permetre racionalitzar l'estructura de la major part de les molècules i, en particular, dels complexos dels metalls de transició. Una altra contribució rellevant es el concepte de ressonància, desenvolupat per explicar l'estructura de les molècules que, com el benzè, no es poden representar amb una sola estructura de Lewis. Una aplicació menys coneguda d'aquest concepte fou el model introduït per Pawling per explicar les especials propietats dels metalls. El treball conclou amb una breu incursió en les actuals perspectives del mètode enllaç-valència. En els últims anys, aquest mètode ha recuperat interès gràcies als seus avantatges de cara a la interpretació dels resultats de sofisticats càlculs mecanoquàntics utilitzant les idees intuïtives que, de manera quasi constant, fan servir els químics en els seus raonaments. Aquest és, de fet, el punt clau que Pauling ha defensat al llarg de la seva carrera científica i que, malgrat el seu indiscutible interès, queda, de vegades, relegat a un segon terme a causa d'una excessiva preocupació per la precisió dels càlculs.