Expression of neuronal nitric oxide synthase in the hippocampal formation in affective disorders

Hippocampal output is increased in affective disorders and is mediated by increased glutamatergic input via N-methyl-D-aspartate (NMDA) receptor and moderated by antidepressant treatment. Activation of NMDA receptors by glutamate evokes the release of nitric oxide (NO) by the activation of neuronal nitric oxide synthase (nNOS). The human hippocampus contains a high density of NMDA receptors and nNOS-expressing neurons suggesting the existence of an NMDA-NO transduction pathway which can be involved in the pathogenesis of affective disorders. We tested the hypothesis that nNOS expression is increased in the human hippocampus from affectively ill patients. Immunocytochemistry was used to demonstrate nNOS-expressing neurons in sections obtained from the Stanley Consortium postmortem brain collection from patients with major depression (MD, N = 15), bipolar disorder (BD, N = 15), and schizophrenia (N = 15) and from controls (N = 15). nNOS-immunoreactive (nNOS-IR) and Nissl-stained neurons were counted in entorhinal cortex, hippocampal CA1, CA2, CA3, and CA4 subfields, and subiculum. The numbers of Nissl-stained neurons were very similar in different diagnostic groups and correlated significantly with the number of nNOS-IR neurons. Both the MD and the BD groups had greater number of nNOS-IR neurons/400 µm² in CA1 (mean ± SEM: MD = 9.2 ± 0.6 and BD = 8.4 ± 0.6) and subiculum (BD = 6.7 ± 0.4) when compared to control group (6.6 ± 0.5) and this was significantly more marked in samples from the right hemisphere. These changes were specific to affective disorders since no changes were seen in the schizophrenic group (6.7 ± 0.8). The results support the current view of the NMDA-NO pathway as a target for the pathophysiology of affective disorders and antidepressant drug development.

Étude ultrastructurale et développementale du récepteur EphA4 dans l’hippocampe du rat

Afin de mieux comprendre l’évolution des fonctions du récepteur EphA4 pendant le développement du système nerveux central (SNC), nous avons étudié sa localisation cellulaire et subcellulaire dans l’hippocampe du rat, d’abord chez l’adulte, puis pendant le développement postnatal, ainsi que ses rôles potentiels dans la genèse, la migration ou la maturation des cellules granulaires dans l’hippocampe adulte. Pour ce faire, nous avons utilisé la méthode d’immunocytochimie en microscopie photonique, électronique et confocale. En microscopie photonique, une forte immunoréactivité (peroxydase/DAB) pour EphA4 est observée aux jours 1 et 7 suivant la naissance (P1 et P7) dans les couches de corps cellulaires, avec un marquage notamment associé à la surface des corps cellulaires des cellules granulaires et pyramidales, ainsi que dans les couches de neuropile du gyrus dentelé et des secteurs CA3 et CA1. L’intensité du marquage diminue progressivement dans les couches de corps cellulaires, entre P7 et P14, pour devenir faible à P21 et chez l’adulte, tandis qu’elle persiste dans les couches de neuropile, sauf celles qui reçoivent des afférences du cortex entorhinal. En microscopie électronique, après marquage à la peroxydase/DAB, EphA4 décore toute la surface des cellules pyramidales et granulaires, du corps cellulaire jusqu’aux extrémités distales, entre P1 et P14, pour devenir confiné aux extrémités synaptiques, c’est-à-dire les terminaisons axonales et les épines dendritiques, à P21 et chez l’adulte. À la membrane plasmique des astrocytes, EphA4 est redistribué comme dans les neurones, marquant le corps cellulaire et ses prolongements proximaux à distaux, à P1 et P7, pour devenir restreint aux prolongements périsynaptiques distaux, à partir de P14. D’autre part, des axones en cours de myélinisation présentent souvent une forte immunoréactivité punctiforme à leur membrane plasmique, à P14 et P21. En outre, dans les neurones et les astrocytes, le réticulum endoplasmique, l’appareil de Golgi et les vésicules de transport, organelles impliquées dans la synthèse, la modification posttraductionnelle et le transport des protéines glycosylées, sont aussi marqués, et plus intensément chez les jeunes animaux. Enfin, EphA4 est aussi localisé dans le corps cellulaire et les dendrites des cellules granulaires générées chez l’adulte, au stade de maturation où elles expriment la doublecortine (DCX). De plus, des souris adultes knockouts pour EphA4 présentent des cellules granulaires DCX-positives ectopiques, c’est-à-dire positionnées en dehors de la zone sous-granulaire, ce qui suggère un rôle d’EphA4 dans la régulation de leur migration. Ces travaux révèlent ainsi une redistribution d’EphA4 dans les cellules neuronales et gliales en maturation, suivant les sites cellulaires où un remodelage morphologique s’effectue : les corps cellulaires lorsqu’ils s’organisent en couches, les prolongements dendritiques et axonaux pendant leur croissance, guidage et maturation, puis les épines dendritiques, les terminaisons axonales et les prolongements astrocytaires distaux associés aux synapses excitatrices, jusque chez l’adulte, où la formation de nouvelles synapses et le renforcement des connexions synaptiques existantes sont exercés. Ces localisations pourraient ainsi correspondre à différents rôles d’EphA4, par lesquels il contribuerait à la régulation des capacités plastiques du SNC, selon le stade développemental, la région, l’état de santé, ou l’expérience comportementale de l’animal.

La sécrétion de la protéine Tau : nouveau mécanisme de propagation de la pathologie de Tau dans la maladie d'Alzheimer

Tau est une protéine associée aux microtubules enrichie dans l’axone. Dans la maladie d’Alzheimer, Tau devient anormalement hyperphosphorylée, s’accumule dans le compartiment somato-dendritique et s’agrège pour former des enchevêtrements neurofibrillaires (NFTs). Ces NFTs se propagent dans le cerveau dans un ordre bien précis. Ils apparaissent d’abord dans le cortex transenthorinal pour ensuite se propager là où ces neurones projettent, c’est-à-dire au cortex entorhinal. Les NFTs s’étendent ensuite à l’hippocampe puis à différentes régions du cortex et néocortex. De plus, des études récentes ont démontré que la protéine Tau peut être sécrétée par des lignées neuronales et que lorsqu’on injecte des agrégats de Tau dans un cerveau de souris, ceux-ci peuvent pénétrer dans les neurones et induire la pathologie de Tau dans le cerveau. Ces observations ont mené à l’hypothèse que la protéine Tau pathologique pourrait être sécrétée par les neurones, pour ensuite être endocytée par les cellules avoisinantes et ainsi propager la maladie. L’objectif de la présente étude était donc de prouver la sécrétion de la protéine Tau par les neurones et d’identifier par quelle voie elle est secrétée. Nos résultats ont permis de démontrer que la protéine Tau est sécrétée par des neurones corticaux de souris de type sauvage ainsi que dans un modèle de surexpression dans des cellules HeLa et PC12. Nos résultats indiquent que la sécrétion de Tau se ferait par les autophagosomes. Finalement, nous avons démontré que la protéine Tau sécrétée est déphosphorylée et clivée par rapport à la protéine Tau intracellulaire non sécrétée.

Récepteur EphA7 : expression régionale dans le cerveau et localisation ultrastructurale dans l’hippocampe chez le rat et la souris adultes

Bourse de maîtrise du Groupe de recherche sur le système nerveux central GRSNC, (2009,2010) Bourse d’études supérieures du Canada Frederick Banting et Charles Best, IRSC Instituts de recherche en santé du Canada, (2011)

Localisation régionale et subcellulaire du récepteur EphA7 dans l'hippocampe et le cervelet du rat adulte

EphA7 est un membre de la famille des récepteurs à tyrosine kinase, Eph, qui assume plusieurs rôles durant le développement du système nerveux central. Par ailleurs, il continue d’être fortement exprimé dans le cerveau adulte, notamment dans les régions reconnues pour leur grande plasticité synaptique, telles que l’hippocampe et le cervelet. Par hybridation in situ, nous avons cartographié la distribution de l’ARNm d’EphA7 dans le cerveau de rats et souris adultes. Les couches pyramidales du CA1 et CA3 et granulaire du gyrus dentelé de la formation de l’hippocampe ont montré le plus fort marquage. Un niveau d’ARNm d’EphA7 plus modéré a été observé dans l’habenula, le striatum, l’amygdale, le cervelet et le cortex cingulaire, piriforme et entorhinal. Quant à la protéine détectée par immunohistochimie, elle était fortement exprimée dans le neuropile de l’hippocampe et la couche des cellules de Purkinje du cervelet. En microscopie électronique, dans toutes les couches de l’hippocampe et du cervelet examinées, des épines dendritiques, des dendrites, des axones non-myélinisés, des terminaisons axonales et quelquefois des prolongements astrocytaires constituaient les éléments immunopositifs. Comme on pouvait déjà le voir en microscopie photonique, les corps cellulaires des cellules pyramidales et granulaires de l’hippocampe ainsi que des cellules de Purkinje du cervelet montraient aussi du marquage, surtout intracellulaire. L’analyse quantitative a révélé la localisation préférentielle d’EphA7 dans des dendrites et épines dendritiques. La majorité des épines marquées formaient des synapses asymétriques (excitatrices) avec des terminaisons axonales non marquées. La double localisation préférentielle d’EphA7 dans les dendrites ainsi que les densités post-synaptiques des épines dendritiques est compatible avec l’hypothèse d’un rôle d’EphA7 dans le maintien ou la fonction de certaines synapses du SNC adulte.

Caracterização dos acoplamentos fase-amplitude na região CA1 do hopocampo

Brain oscillation are not completely independent, but able to interact with each other through cross-frequency coupling (CFC) in at least four different ways: power-to-power, phase-to-phase, phase-to-frequency and phase-to-power. Recent evidence suggests that not only the rhythms per se, but also their interactions are involved in the execution of cognitive tasks, mainly those requiring selective attention, information flow and memory consolidation. It was recently proposed that fast gamma oscillations (60 150 Hz) convey spatial information from the medial entorhinal cortex to the CA1 region of the hippocampus by means of theta (4-12 Hz) phase coupling. Despite these findings, however, little is known about general characteristics of CFCs in several brain regions. In this work we recorded local field potentials using multielectrode arrays aimed at the CA1 region of the dorsal hippocampus for chronic recording. Cross-frequency coupling was evaluated by using comodulogram analysis, a CFC tool recently developted (Tort et al. 2008, Tort et al. 2010). All data analyses were performed using MATLAB (MathWorks Inc). Here we describe two functionally distinct oscillations within the fast gamma frequency range, both coupled to the theta rhythm during active exploration and REM sleep: an oscillation with peak activity at ~80 Hz, and a faster oscillation centered at ~140 Hz. The two oscillations are differentially modulated by the phase of theta depending on the CA1 layer; theta-80 Hz coupling is strongest at stratum lacunosum-moleculare, while theta-140 Hz coupling is strongest at stratum oriens-alveus. This laminar profile suggests that the ~80 Hz oscillation originates from entorhinal cortex inputs to deeper CA1 layers, while the ~140 Hz oscillation reflects CA1 activity in superficial layers. We further show that the ~140 Hz oscillation differs from sharp-wave associated ripple oscillations in several key characteristics. Our results demonstrate the existence of novel theta-associated high-frequency oscillations, and suggest a redefinition of fast gamma oscillations

PSEN1 and PSEN2 Gene Expression in Alzheimer's Disease Brain: A New Approach

Fundação de Amparo à Pesquisa do Estado de São Paulo (FAPESP)

Differential aberrant sprouting in temporal lobe epilepsy with psychiatric co-morbidities

Psychiatric co-morbidities in epilepsy are common in patients with temporal lobe epilepsy (TLE). Pathological alterations in TLE are well characterised; however, neuropathologic data are relatively scale regarding the association between psychiatric diseases and epilepsy. Our objective was to evaluate the clinical data of 46 adult TLE patients with and without psychiatric co-morbidities and to correlate the data with hippocampal neuronal density and mossy fiber sprouting. Accordingly, patients were grouped as follows: TLE patients without history of psychiatric disorder (TLE, n = 16), TLE patients with interictal psychosis (TLE + P, n = 14), and TLE patients with major depression (TLE + D, n = 16). Hippocampi from autopsies served as non-epileptic controls (n = 10). TLE + P exhibited significantly diminished mossy fiber sprouting and decreased neuronal density in the entorhinal cortex when compared with TLE. TLE + P showed significantly poorer results in verbal memory tasks. TLE + D exhibited significantly increased mossy fiber sprouting length when compared with TLE and TLE + P. Further, a higher proportion of TLE + D and TLE + P presented secondarily generalised seizures than did TLE. Our results indicate that TLE patients with psychiatric disorders have distinct features when compared with TLE patients without psychiatric co-morbidities and that these changes may be involved in either the manifestation or the maintenance of psychiatric co-morbidities in epilepsy. (C) 2011 Elsevier Ireland Ltd. All rights reserved.

Consequences of pilocarpine-induced status epilepticus in immunodeficient mice

Systemic injection of pilocarpine in rodents induces status epilepticus (SE) and reproduces the main characteristics of temporal lobe epilepsy (TLE). Different mechanisms are activated by SE contributing to cell death and immune system activation. We used BALB/c nude mice, a mutant that is severely immunocompromised, to characterize seizure pattern, neurochemical changes, cell death and c-Fos activation secondarily to pilocarpine-induced SE. The behavioral seizures were less severe in BALB/c nude than in BALB/c wild type mice. However, nude mice presented more tonic clonic episodes and higher mortality rate during SE. The c-Fos expression was most prominent in the caudate-putamen, CA3 (p < 0.05), dentate gyrus, entorhinal cortex (p < 0.001), basolateral nucleus of amygdala (p < 0.01) and piriform cortex (p < 0.05) of BALB/c nude mice than of BALB/c. Besides, nude mice subjected to SE presented high number of Fluorojade-B (FJB) stained cells in the piriform cortex, amygdala (p < 0.05) and hilus (p < 0.05) in comparison with BALB/c mice. A significant increase in the level of glutamate and GABA was found in the hippocampus and cortex of BALB/c mice presenting SE in comparison to controls. However, the level of glutamate was higher in the brains of BALB nude mice than in the brains of BALB/c wild type mice, while the levels of GABA were unchanged. These results indicate that the brains of immunodeficient nude mice are more vulnerable to the deleterious effects of pilocarpine-induced SE as they present intense activation, increased glutamate levels and more cell death. Published by Elsevier B.V.

Psychiatric comorbidities in temporal lobe epilepsy: Possible relationships between psychotic disorders and involvement of limbic circuits

Objective: Mounting evidence suggests that the limbic system is pathologically involved in cases of psychiatric comorbidities in temporal lobe epilepsy (TLE) patients. Our objective was to develop a conceptual framework describing how neuropathological and connectivity changes might contribute to the development of psychosis and to the potential neurobiological mechanisms that cause schizophrenia-like psychosis in TLE patients. Methods: In this review, clinical and neuropathological findings, especially brain circuitry of the limbic system, were examined together to enhance our understanding of the association between TLE and psychosis. Finally, the importance of animal models in epilepsy and psychiatric disorders was discussed. Conclusions: TLE and psychiatric symptoms coexist more frequently than chance would predict. Damage and deregulation among critical anatomical regions, such as the hippocampus, amygdala, thalamus, and the temporal, frontal and cingulate cortices, might predispose TLE brains to psychosis. Studies of the effects of kindling and injection of neuroactive substances on behavior and electrophysiological patterns may offer a model of how limbic seizures in humans increase the vulnerability of TLE patients to psychiatric symptoms.

Cerebro-corticale und subcorticale Prozessierung vestibulärer Informationen im intakten und lädierten System der Ratte (Micro-PET-Studie)

In dieser Studie wurde anhand des Modells der Ratte das Gleichgewichtssystem auf cerebro-corticaler Ebene untersucht, und das Verhalten des Gehirns nach akuten sowie chronischen Ausfällen mit funktioneller Bildgebung untersucht. rnMit der Positronen-Emissions-Tomographie (PET) kann die Metabolismusrate bestimmter Gehirnareale gemessen werden. Narkotisierte Tiere wurden unter galvanischer vestibulärer Stimulation im PET gemessen und die Ergebnisse wurden mit Kontrollstimulations-Messungen verglichen. Es konnten verschiedene Areale, die eine erhöhte Stoffwechselaktivität aufwiesen, ermittelt werden. Dazu gehören der somatosensorische und der insuläre Cortex, Teile des auditorischen Cortexes, der anteriore cinguläre sowie der entorhinale Cortex. Subcorticale Strukturen wie der Hippocampus, die Amygdala sowie die latero-dorsalen thalamischen Kerne wiesen ebenfalls erhöhten Stoffwechsel unter vestibulärer Stimulation auf. rnBei dieser PET-Studie handelt es sich um die erste funktionell-bildgebende Studie, die Verarbeitung vestibulärer Informationen bei Ratten in vivo darstellt. Die anatomische Verbindung der gefundenen Areale wurde mit anterograden und retrograden neuronalen Tracings unterstützt. rnDarüber hinaus wurde markiertes Gewebe, welches die Verbindung zwischen thalamischen und cerebro-corticalen Kernen der vestibulären Verschaltung aufweist, immunhistochemisch auf dessen Neurotransmission hin untersucht. Das katecholaminergen und dem opioidergen System wurde untersucht. Eine Beteiligung katecholaminerger Transmitter konnte nicht nachgewiesen werden. Neurone im somatosensorischen Cortex, die positiv auf einen Opioid-Rezeptor-Antikörper getestet wurden erhalten anterograd markierte Terminale aus dem thalamischen Kern LDDM, der mittels der PET als vestibulär identifiziert werden konnte. rnBasierend auf den Ergebnissen der ersten bildgebenden Studie wurde in einer zweiten funktionell-bildgebenden Studie die zentral-vestibuläre Verschaltung unterbrochen, indem relevante thalamische Kerngebiete (LDDM, LDVL) elektrolytisch zerstört wurden. Die Stoffwechselaktivität wurde anschließend bei diesen Tieren an verschiedenen Zeitpunkten nach der Läsion im PET unter vestibulärer Stimulation gemessen. Die Stoffwechselaktivität dieser Tiere wurde mit der Stoffwechselaktivität von Kontroll-Tieren verglichen. rnBei dieser Studie wurde zum ersten Mal, mittels funktioneller Bildgebung gezeigt, welche Bereiche des Gehirns nach akuter und chronischer Läsion des vestibulären Systems an Kompensationsmechanismen beteiligt sind. Alle Gehirnareale, die in verschiedenen Zeitfenstern (1, 3, 7 und 20 Tage nach Läsion) erhöhten Metabolismus aufweisen, sind Teil der vestibulären Verschaltung. Es handelt sich dabei um Areale der Okulomotorik und des räumlichen Gedächtnisses: das Postsubiculum, den Colliculus superior, das mediale Corpus geniculatum, den entorhinalen Cortex sowie die Zona incerta.rn

Examining the gateway to the limbic system with diffusion tensor imaging: the perforant pathway in dementia

Current treatments for Alzheimer's disease (AD) are only able to slow the progression of mental deterioration, making early and reliable diagnosis an essential part of any promising therapeutic strategy. In the initial stages of AD, the first neuropathological alterations occur in the perforant pathway (PP), a large neuronal fiber tract located at the entrance to the limbic system. However, to date, there is no sensitive diagnostic tool for performing in vivo assessments of this structure. In the present bimodal magnetic resonance imaging (MRI) study, we examined 10 elderly controls, 10 subjects suffering from mild cognitive impairment (MCI), and 10 AD patients in order to evaluate the sensitivity of diffusion tensor imaging (DTI), a new MRI technique, for detecting changes in the PP. Furthermore, the diagnostic explanatory power of DTI data of the PP should be compared to high-resolution MRI volumetry and intervoxel coherences (COH) of the hippocampus and the entorhinal cortex, two limbic regions also involved in the pathophysiology of early AD. DTI revealed a marked decrease in COH values in the PP region of MCI (right side: 26%, left side: 29%, as compared to controls) and AD patients (right side: 37%, left side: 43%, as compared to controls). Reductions in COH values of the PP region were significantly correlated with cognitive impairment. DTI data of the PP zone were the only parameter differing significantly between control subjects and MCI patients, while the volumetric measures and the COH values of the hippocampus and the entorhinal cortex did not. DTI of medial temporal brain regions is a promising non-invasive tool for the in vivo diagnosis of the early/preclinical stages of AD.

Tracking the Flow of Information through the Hippocampal Formation in the Rat

The hippocampus receives input from upper levels of the association cortex and is implicated in many mnemonic processes, but the exact mechanisms by which it codes and stores information is an unresolved topic. This work examines the flow of information through the hippocampal formation while attempting to determine the computations that each of the hippocampal subfields performs in learning and memory. The formation, storage, and recall of hippocampal-dependent memories theoretically utilize an autoassociative attractor network that functions by implementing two competitive, yet complementary, processes. Pattern separation, hypothesized to occur in the dentate gyrus (DG), refers to the ability to decrease the similarity among incoming information by producing output patterns that overlap less than the inputs. In contrast, pattern completion, hypothesized to occur in the CA3 region, refers to the ability to reproduce a previously stored output pattern from a partial or degraded input pattern. Prior to addressing the functional role of the DG and CA3 subfields, the spatial firing properties of neurons in the dentate gyrus were examined. The principal cell of the dentate gyrus, the granule cell, has spatially selective place fields; however, the behavioral correlates of another excitatory cell, the mossy cell of the dentate polymorphic layer, are unknown. This report shows that putative mossy cells have spatially selective firing that consists of multiple fields similar to previously reported properties of granule cells. Other cells recorded from the DG had single place fields. Compared to cells with multiple fields, cells with single fields fired at a lower rate during sleep, were less likely to burst, and were more likely to be recorded simultaneously with a large population of neurons that were active during sleep and silent during behavior. These data suggest that single-field and multiple-field cells constitute at least two distinct cell classes in the DG. Based on these characteristics, we propose that putative mossy cells tend to fire in multiple, distinct locations in an environment, whereas putative granule cells tend to fire in single locations, similar to place fields of the CA1 and CA3 regions. Experimental evidence supporting the theories of pattern separation and pattern completion comes from both behavioral and electrophysiological tests. These studies specifically focused on the function of each subregion and made implicit assumptions about how environmental manipulations changed the representations encoded by the hippocampal inputs. However, the cell populations that provided these inputs were in most cases not directly examined. We conducted a series of studies to investigate the neural activity in the entorhinal cortex, dentate gyrus, and CA3 in the same experimental conditions, which allowed a direct comparison between the input and output representations. The results show that the dentate gyrus representation changes between the familiar and cue altered environments more than its input representations, whereas the CA3 representation changes less than its input representations. These findings are consistent with longstanding computational models proposing that (1) CA3 is an associative memory system performing pattern completion in order to recall previous memories from partial inputs, and (2) the dentate gyrus performs pattern separation to help store different memories in ways that reduce interference when the memories are subsequently recalled.

Activation of metabotropic glutamate 5 and NMDA receptors underlies the induction of persistent bursting and associated long-lasting changes in CA3 recurrent connections.

The aim of this study was to describe the induction and expression mechanisms of a persistent bursting activity in a horizontal slice preparation of the rat limbic system that includes the ventral part of the hippocampus and the entorhinal cortex. Disinhibition of this preparation by bicuculline led to interictal-like bursts in the CA3 region that triggered synchronous activity in the entorhinal cortex. Washout of bicuculline after a 1 hr application resulted in a maintained production of hippocampal bursts that continued to spread to the entorhinal cortex. Separation of CA3 from the entorhinal cortex caused the activity in the latter to become asynchronous with CA3 activity in the presence of bicuculline and disappear after washout; however, in CA3, neither the induction of bursting nor its persistence were affected. Associated with the CA3 persistent bursting, a strengthening of recurrent collateral excitatory input to CA3 pyramidal cells and a decreased input to CA3 interneurons was found. Both the induction of the persistent bursting and the changes in synaptic strength were prevented by antagonists of metabotropic glutamate 5 (mGlu5) or NMDA receptors or protein synthesis inhibitors and did not occur in slices from mGlu5 receptor knock-out mice. The above findings suggest potential synaptic mechanisms by which the hippocampus switches to a persistent interictal bursting mode that may support a spread of interictal-like bursting to surrounding temporal lobe regions.

Ensemble transcript interaction networks: A case study on Alzheimer's disease

Systems biology techniques are a topic of recent interest within the neurological field. Computational intelligence (CI) addresses this holistic perspective by means of consensus or ensemble techniques ultimately capable of uncovering new and relevant findings. In this paper, we propose the application of a CI approach based on ensemble Bayesian network classifiers and multivariate feature subset selection to induce probabilistic dependences that could match or unveil biological relationships. The research focuses on the analysis of high-throughput Alzheimer's disease (AD) transcript profiling. The analysis is conducted from two perspectives. First, we compare the expression profiles of hippocampus subregion entorhinal cortex (EC) samples of AD patients and controls. Second, we use the ensemble approach to study four types of samples: EC and dentate gyrus (DG) samples from both patients and controls. Results disclose transcript interaction networks with remarkable structures and genes not directly related to AD by previous studies. The ensemble is able to identify a variety of transcripts that play key roles in other neurological pathologies. Classical statistical assessment by means of non-parametric tests confirms the relevance of the majority of the transcripts. The ensemble approach pinpoints key metabolic mechanisms that could lead to new findings in the pathogenesis and development of AD