Determinants of the essential one-carbon metabolism metabolites, homocysteine, S-adenosylmethionine, S-adenosylhomocysteine and folate, in cerebrospinal fluid.

BACKGROUND: Disturbances in the levels of one-carbon (1C) metabolism metabolites have been associated with a wide variety of neuropsychiatric diseases. Cerebrospinal fluid (CSF) levels of homocysteine (Hcy) and the other 1C metabolites, nor their interrelatedness and putative determinants, have been studied extensively in a healthy population. METHODS: Plasma and CSF samples from 100 individuals free from neuropsychiatric diseases were analyzed (55 male, 45 female; age 50±17 years). In blood, we measured plasma Hcy, serum folate and serum vitamin B12. In CSF, we measured total Hcy, S-adenosylmethionine (SAM), S-adenosylhomocysteine (SAH) and 5-methyltetrahydrofolate (5-methylTHF). Highly selective analytical methods like liquid chromatography combined with either mass spectrometry or fluorescence detection were used. RESULTS: CSF Hcy was inversely correlated with CSF 5-methylTHF and positively with plasma Hcy, independent of serum folate status. CSF SAH correlated with age, lower CSF 5-methylTHF and higher CSF Hcy. CSF 5-methylTHF showed independent negative correlations with age and positive correlations with serum folate. CSF SAM did not correlate with any of the 1C metabolites. CONCLUSIONS: Aging is characterized by a reduction in CSF 5-methylTHF levels and increased CSF levels of the potentially neurotoxic transmethylation inhibitor SAH. CSF 5-methylTHF, which is itself determined in part by systemic folate status, is a powerful independent determinant of CSF levels of Hcy and SAH.

Glucagon-like peptide-1 and control of insulin secretion.

Although glucose is the major regulator of insulin secretion by pancreatic beta cells, its action is modulated by several neural and hormonal stimuli. In particular, hormones secreted by intestinal endocrine cells stimulate glucose-induced insulin secretion very potently after nutrient absorption. These hormones, called gluco-incretins or insulinotropic hormones, are major regulators of postprandial glucose homeostasis. The main gluco-incretins are GIP (gastric inhibitory polypeptide or glucose-dependent insulinotropic polypeptide) and GLP-1 (glucagon-like polypeptide-1). The secretion of GIP, a 42 amino acid polypeptide secreted by duodenal K cells, is triggered by fat and glucose. GIP stimulation of insulin secretion depends on the presence of specific beta-cell receptors and requires glucose at a concentration at least equal to or higher than the normoglycaemic level of approximately 5 mM. GIP accounts for about 50% of incretin activity, and the rest may be due to GLP-1 which is produced by proteolytic processing of the preproglucagon molecule in intestinal L cells. GLP-1 is the most potent gluco-incretin characterized so far. As with GIP, its stimulatory action requires a specific membrane receptor and normal or elevated glucose concentrations. Contrary to GIP, the incretin effect of GLP-1 is maintained in non-insulin-dependent diabetic patients. This peptide or agonists of its beta-cell receptor could provide new therapeutic tools for the treatment of Type II diabetic hyperglycaemia.

Nitrogen metabolism in Zucker rats is affected by moderate reduction, but not by moderate incerase in dietary protein

Marked changes in the content of protein in the diet affects the rat"s pattern of growth, but there is not any data on the effects to moderate changes. Here we used a genetically obese rat strain (Zucker) to examine the metabolic modifications induced to moderate changes in the content of protein of diets, doubling (high-protein (HP): 30%) or halving (low-protein (LP): 8%) the content of protein of reference diet (RD: 16%). Nitrogen, energy balances, and amino acid levels were determined in lean (L) and obese (O) animals after 30 days on each diet. Lean HP (LHP) animals showed higher energy efficiency and amino acid catabolism but maintained similar amino acid accrual rates to the lean RD (LRD) group. Conversely, the lean LP (LLP) group showed a lower growth rate, which was compensated by a relative increase in fat mass. Furthermore, these animals showed greater efficiency accruing amino acids. Obesity increased amino acid catabolism as a result of massive amino acid intake; however, obese rats maintained protein accretion rates, which, in the OHP group, implied a normalization of energy efficiency. Nonetheless, the obese OLP group showed the same protein accretion pattern as in lean animals (LLP). In the base of our data, concluded that the Zucker rats accommodate their metabolism to support moderates increases in the content of protein in the diet, but do not adjust in the same way to a 50% decrease in content of protein, as shown by an index of growth reduced, both in lean and obese rats.

Neural networks complemented with genetic algorithms and fuzzy systems for predicting nitrogenous effluent variables in wastewater treatment plants

This work focuses on the prediction of the two main nitrogenous variables that describe the water quality at the effluent of a Wastewater Treatment Plant. We have developed two kind of Neural Networks architectures based on considering only one output or, in the other hand, the usual five effluent variables that define the water quality: suspended solids, biochemical organic matter, chemical organic matter, total nitrogen and total Kjedhal nitrogen. Two learning techniques based on a classical adaptative gradient and a Kalman filter have been implemented. In order to try to improve generalization and performance we have selected variables by means genetic algorithms and fuzzy systems. The training, testing and validation sets show that the final networks are able to learn enough well the simulated available data specially for the total nitrogen

Feasibility of direct mapping of cerebral fluorodeoxy-D-glucose metabolism in situ at subcellular resolution using soft X-ray fluorescence.

Glucose metabolism is difficult to image with cellular resolution in mammalian brain tissue, particularly with (18) fluorodeoxy-D-glucose (FDG) positron emission tomography (PET). To this end, we explored the potential of synchrotron-based low-energy X-ray fluorescence (LEXRF) to image the stable isotope of fluorine (F) in phosphorylated FDG (DG-6P) at 1 μm(2) spatial resolution in 3-μm-thick brain slices. The excitation-dependent fluorescence F signal at 676 eV varied linearly with FDG concentration between 0.5 and 10 mM, whereas the endogenous background F signal was undetectable in brain. To validate LEXRF mapping of fluorine, FDG was administered in vitro and in vivo, and the fluorine LEXRF signal from intracellular trapped FDG-6P over selected brain areas rich in radial glia was spectrally quantitated at 1 μm(2) resolution. The subsequent generation of spatial LEXRF maps of F reproduced the expected localization and gradients of glucose metabolism in retinal Müller glia. In addition, FDG uptake was localized to periventricular hypothalamic tanycytes, whose morphological features were imaged simultaneously by X-ray absorption. We conclude that the high specificity of photon emission from F and its spatial mapping at ≤1 μm resolution demonstrates the ability to identify glucose uptake at subcellular resolution and holds remarkable potential for imaging glucose metabolism in biological tissue. © 2012 Wiley Periodicals, Inc.

Survey of prenatal screening policies in Europe for structural malformations and chromosome anomalies, and their impact on detection and termination rates for neural tube defects and Down's syndrome.

OBJECTIVE: To 'map' the current (2004) state of prenatal screening in Europe. DESIGN: (i) Survey of country policies and (ii) analysis of data from EUROCAT (European Surveillance of Congenital Anomalies) population-based congenital anomaly registers. SETTING: Europe. POPULATION: Survey of prenatal screening policies in 18 countries and 1.13 million births in 12 countries in 2002-04. METHODS: (i) Questionnaire on national screening policies and termination of pregnancy for fetal anomaly (TOPFA) laws in 2004. (ii) Analysis of data on prenatal detection and termination for Down's syndrome and neural tube defects (NTDs) using the EUROCAT database. MAIN OUTCOME MEASURES: Existence of national prenatal screening policies, legal gestation limit for TOPFA, prenatal detection and termination rates for Down's syndrome and NTD. RESULTS: Ten of the 18 countries had a national country-wide policy for Down's syndrome screening and 14/18 for structural anomaly scanning. Sixty-eight percent of Down's syndrome cases (range 0-95%) were detected prenatally, of which 88% resulted in termination of pregnancy. Eighty-eight percent (range 25-94%) of cases of NTD were prenatally detected, of which 88% resulted in termination. Countries with a first-trimester screening policy had the highest proportion of prenatally diagnosed Down's syndrome cases. Countries with no official national Down's syndrome screening or structural anomaly scan policy had the lowest proportion of prenatally diagnosed Down's syndrome and NTD cases. Six of the 18 countries had a legal gestational age limit for TOPFA, and in two countries, termination of pregnancy was illegal at any gestation. CONCLUSIONS: There are large differences in screening policies between countries in Europe. These, as well as organisational and cultural factors, are associated with wide country variation in prenatal detection rates for Down's syndrome and NTD.

Reactions and enzymes in the metabolism of drugs and other xenobiotics.

In this article, we offer an overview of the compared quantitative importance of biotransformation reactions in the metabolism of drugs and other xenobiotics, based on a meta-analysis of current research interests. Also, we assess the relative significance the enzyme (super)families or categories catalysing these reactions. We put the facts unveiled by the analysis into a drug discovery context and draw some implications. The results confirm the primary role of cytochrome P450-catalysed oxidations and UDP-glucuronosyl-catalysed glucuronidations, but they also document the marked significance of several other reactions. Thus, there is a need for several drug discovery scientists to better grasp the variety of drug metabolism reactions and enzymes and their consequences.

Neural substrates of social emotion regulation: a FMRI study on imitation and expressive suppression to dynamic facial signals.

Emotion regulation is crucial for successfully engaging in social interactions. Yet, little is known about the neural mechanisms controlling behavioral responses to emotional expressions perceived in the face of other people, which constitute a key element of interpersonal communication. Here, we investigated brain systems involved in social emotion perception and regulation, using functional magnetic resonance imaging (fMRI) in 20 healthy participants. The latter saw dynamic facial expressions of either happiness or sadness, and were asked to either imitate the expression or to suppress any expression on their own face (in addition to a gender judgment control task). fMRI results revealed higher activity in regions associated with emotion (e.g., the insula), motor function (e.g., motor cortex), and theory of mind (e.g., [pre]cuneus) during imitation. Activity in dorsal cingulate cortex was also increased during imitation, possibly reflecting greater action monitoring or conflict with own feeling states. In addition, premotor regions were more strongly activated during both imitation and suppression, suggesting a recruitment of motor control for both the production and inhibition of emotion expressions. Expressive suppression (eSUP) produced increases in dorsolateral and lateral prefrontal cortex typically related to cognitive control. These results suggest that voluntary imitation and eSUP modulate brain responses to emotional signals perceived from faces, by up- and down-regulating activity in distributed subcortical and cortical networks that are particularly involved in emotion, action monitoring, and cognitive control.

Sensitivity of single-voxel 1H-MRS in investigating the metabolism of the activated human visual cortex at 7 T.

Proton magnetic resonance spectroscopy (1H-MRS) has been used in a number of studies to noninvasively assess the temporal changes of lactate in the activated human brain. However, the results have not been consistent. The aim of the present study was to test the sensitivity of 1H-MRS during functional experiments at the highest magnetic field currently available for human studies (7 T). Stability and reproducibility of the measurements were evaluated from LCModel analysis of time series of spectra measured during a visual stimulation paradigm and by examination of the difference between spectra obtained at rest and during activation. The sensitivity threshold to detect concentration changes was 0.2 micromol/g for most of the quantified metabolites. The possible variations of metabolite concentrations during visual stimulation were within the same range (+/-0.2 micromol/g). In addition, the influence of a small line-narrowing effect due to the blood oxygenation level-dependent (BOLD) T2* changes on the estimated concentrations was simulated. Quantification of metabolites was, in general, not affected beyond 1% by line-width changes within 0.5 Hz.

Different transcriptional control of metabolism and extracellular matrix in visceral and subcutaneous fat of obese and rimonabant treated mice.

BACKGROUND: The visceral (VAT) and subcutaneous (SCAT) adipose tissues play different roles in physiology and obesity. The molecular mechanisms underlying their expansion in obesity and following body weight reduction are poorly defined. METHODOLOGY: C57Bl/6 mice fed a high fat diet (HFD) for 6 months developed low, medium, or high body weight as compared to normal chow fed mice. Mice from each groups were then treated with the cannabinoid receptor 1 antagonist rimonabant or vehicle for 24 days to normalize their body weight. Transcriptomic data for visceral and subcutaneous adipose tissues from each group of mice were obtained and analyzed to identify: i) genes regulated by HFD irrespective of body weight, ii) genes whose expression correlated with body weight, iii) the biological processes activated in each tissue using gene set enrichment analysis (GSEA), iv) the transcriptional programs affected by rimonabant. PRINCIPAL FINDINGS: In VAT, "metabolic" genes encoding enzymes for lipid and steroid biosynthesis and glucose catabolism were down-regulated irrespective of body weight whereas "structure" genes controlling cell architecture and tissue remodeling had expression levels correlated with body weight. In SCAT, the identified "metabolic" and "structure" genes were mostly different from those identified in VAT and were regulated irrespective of body weight. GSEA indicated active adipogenesis in both tissues but a more prominent involvement of tissue stroma in VAT than in SCAT. Rimonabant treatment normalized most gene expression but further reduced oxidative phosphorylation gene expression in SCAT but not in VAT. CONCLUSION: VAT and SCAT show strikingly different gene expression programs in response to high fat diet and rimonabant treatment. Our results may lead to identification of therapeutic targets acting on specific fat depots to control obesity.

Energy metabolism during the postexercise recovery in man.

In order to explore the magnitude and duration of the long-term residual effect of physical exercise, a mixed meal (55% CHO, 27% fat and 18% protein) was given to 10 young male volunteers on two occasions: after a 4-h resting period, and on the next day, 30 min after completion of a 3-h exercise at 50% VO2max. Energy expenditure and substrate utilization were determined by indirect calorimetry for 17 h after meal ingestion. The fuel mix oxidized after the meal was characterized by a greater contribution of lipid oxidation to total energy expenditure when the meal was ingested during the post-exercise period as compared with the meal ingested without previous exercise. During the night following the exercise, the stimulation of energy expenditure observed during the early recovery period gradually faded out. However, resting energy expenditure measured the next morning was significantly higher (+4.7%) than that measured without previous exercise. It is concluded that intense exercise stimulates both energy expenditure and lipid oxidation for a prolonged period.

Spatial prediction of monthly wind speeds in complex terrain with adaptive general regression neural networks

This paper presents the general regression neural networks (GRNN) as a nonlinear regression method for the interpolation of monthly wind speeds in complex Alpine orography. GRNN is trained using data coming from Swiss meteorological networks to learn the statistical relationship between topographic features and wind speed. The terrain convexity, slope and exposure are considered by extracting features from the digital elevation model at different spatial scales using specialised convolution filters. A database of gridded monthly wind speeds is then constructed by applying GRNN in prediction mode during the period 1968-2008. This study demonstrates that using topographic features as inputs in GRNN significantly reduces cross-validation errors with respect to low-dimensional models integrating only geographical coordinates and terrain height for the interpolation of wind speed. The spatial predictability of wind speed is found to be lower in summer than in winter due to more complex and weaker wind-topography relationships. The relevance of these relationships is studied using an adaptive version of the GRNN algorithm which allows to select the useful terrain features by eliminating the noisy ones. This research provides a framework for extending the low-dimensional interpolation models to high-dimensional spaces by integrating additional features accounting for the topographic conditions at multiple spatial scales. Copyright (c) 2012 Royal Meteorological Society.

Les aquaporines 4 et 9 dans le système nerveux central : expression lors de la différenciation cellulaire et implication dans le métabolisme énergétique astrocytaire "in vitro"

RESUME : Les aquaporines (AQPs) sont des protéines membranaires perméables à l'eau (aquaporines strictes) et, pour certaines d'entre elles, également au glycérol (aquaglycéroporines). Ces protéines sont présentes dans les bactéries, les plantes et les différents organes des mammifères. Dans le cerveau, la moindre augmentation de volume hydrique peut avoir de graves conséquences sur son fonctionnement, d'où l'importance de la régulation de l'homéostasie de l'eau grâce aux AQPs. L'AQP4, une aquaporine stricte, est présente dans les astrocytes et est impliquée dans la formation et la résorption des oedèmes cérébraux. En revanche, l'AQP9 est une aquaglycéroporine, qui est localisée non seulement dans les astrocytes mais également dans les neurones catécholaminergiques. Bien que la distribution de l'AQP4 dans le cerveau soit clairement établie, la présence de l'AQP9 est toujours une donnée controversée et son rôle fonctionnel dans le système nerveux central n'est pas connu. Par ailleurs, aucune donnée n'existe sur l'expression des AQP4 et 9 lors de la différenciation de cellules souches neurales foetales (CSNf) en astrocytes ou en neurones catécholaminergiques. Dans la première partie de ce travail, un protocole a été mis au point permettant de différencier des CSNf de souris en astrocytes et neurones, dont des neurones catécholaminergiques. La caractérisation des cultures de CSNf et des cultures mixtes par immunofluorescence a permis de montrer que l'immunomarquage AQP9 est présent dans les CSNf et est conservé lors de leur différenciation en astrocytes ou en neurones catécholaminergiques. Les résultats obtenus ont mis en évidence une très bonne corrélation entre l'expression de la TH (tyrosine hydroxylase: enzyme limitante de la synthèse des catécholamines) et celle de l'AQP9 lors de la différenciation des CSNf en neurones catécholaminergiques. Par contre, l'immunomarquage AQP4 n'est pas présent dans les CSNf alors qu'il est observé dans les astrocytes. De plus, aucun immunomarquage AQP4 ou AQP9 n'a été observé dans les neurones NIAP2-positifs. Dans la deuxième partie de ce travail, l'expression des AQP4 et 9 a été quantifiée dans les CSNf ainsi que dans trois populations d'astrocytes présentant des propriétés métaboliques différentes. Ces trois populations astrocytaires sont issues de la différenciation des CSNf par le CNTF, le LIF ou le sérum de veau foetal. Les analyses par RTPCR quantitative et western blot ont montré une augmentation de l'expression de l'AQP9 et de l'AQP4 corrélée à l'acquisition de propriétés métaboliques spécifiques des astrocytes matures. Dans la dernière partie, la technique d'ARN interférents a permis d'étudier le rôle fonctionnel de l'AQP9 dans le modèle de culture pure d'astrocytes différenciés par le sérum. L'inhibition de l'expression d'AQP9 entraîne une diminution de la perméabilité au glycérol et une augmentation de l'utilisation de glucose, corrélée à une stimulation du métabolisme oxydatif astrocytaire. En revanche, 1a baisse d'expression d'AQP9 n'a aucun effet sur la glycolyse anaérobie ni sur la libération du lactate. En conclusion, dans ce modèle in vitro, seule l'AQP9 est exprimée dans les CSNf et les neurones catécholaminergiques alors que dans Ies astrocytes, à la fois l'AQP9 et l'AQP4 sont exprimées. Cette distribution est identique à celle observée in vivo et confirme la localisation spécifique de l'AQP9 dans les neurones catécholaminergiques. De plus, ces résultats montrent, pour la première fois, l'implication de l'AQP9 dans la perméabilité des astrocytes au glycérol et son implication dans le métabolisme énergétique astrocytaire. ABSTACT : Aquaporins (AQPs) are membrane proteins permeable to water (orthodoxes aquaporins) and some of them are also permeable to glycerol (aquaglyceroporins). These proteins are widely expressed in bacteria, plants and mammals. AQP water homeostasis regulation in brain is of primary importance as the brain volume cannot increase. AQP4, an orthodoxe aquaporin, is present in astrocytes and seems to be involved in edema formation and resorption. On the other hand, AQP9 is an aquaglyceroporin which is localised not only in astrocytes but also in catecholaminergic neurons. Although AQP4 distribution in brain is clearly established, the presence of AQP9 is still a discussed data and its functional role in the central nervous system is unknown. In addition, no data exists on AQP4 or AQP9 expression during fetal neural stem cells (fNSC) differentiation into astrocytes or catecholaminergic neurons. In the first part of this work, a protocol was developed to differentiate mouse fNSC into astrocytes and neurons, with the aim to obtain catecholaminergic neurons. By immunefluorescence, we have shown that AQP9 is expressed in fNSC cultures and also in astrocytes and catecholaminergic neurons in mixt cultures. The results obtained highlighted a very good correlation between TH expression (tyrosin hydroxylase being a limiting enzyme of catecholamines synthesis) and AQP9 in fNSC and all along their differentiation into catecholaminergic neurons. On the other hand, AQP4 immunolabelling is not observed in fNSC whereas it is in astrocytes. Moreover, neitheir AQP4, nor AQP9 immunoreactivity was observed in MAP2-positive neurons. In the second part of this work, AQP4 and AQP9 expression was quantified in fNSC and in three populations of astrocytes presenting different metabolic properties. These three astrocyte populations result from fNSC differentiation by addition of CNTF, LIF or fetal calf serum. Quantitative RT-PCR and western blot analyses have shown an increase in both AQP4 and AQP9 expression, correlated with the acquisition of specific metabolic properties of mature astrocytes. In the last part, siRNA were used to study the functional role of AQP9 in the pure astrocyte culture model differentiated by addition of fetal calf serum. Inhibition of AQP9 expression leads to a decrease of glycerol uptake and to an increase of glucose uptake, correlated with a stimulation of the astrocyte oxydative metabolism. On the other hand, inhibition of AQP9 expression does not have any effect on anaerobic glycolysis nor on lactate release. In conclusion, in this in vitro model, only AQP9 is expressed in fNSC and in catecholaminergic neurons whereas in astrocytes, both AQP9 and AQP4 are expressed. This distribution is identical to that observed in vivo and confirms the specific AQP9 localization in catecholaminergic neurons. IVloreover, these results show, for the first time, that AQP9 is implicated in glycerol uptake and in astrocyte energetic metabolism. Résumé large public : Les aquaporines, des protéines localisées dans les membranes cellulaires sont, comme leur nom l'indique, des canaux à eau. Pendant longtemps, il a été considéré que l'eau diffusait librement dans et à travers les cellules; la caractérisation des AQPs a révolutionné la vision des scientifiques concernant les mouvements d'eau entre les différents compartiments infra et extracellulaires, et a d'ailleurs valu le Prix Nobel à Peter Agre en 1992. Certaines AQPs, dites "strictes", laissent passer uniquement l'eau et participent au contrôle du volume hydrique. Ce contrôle est particulièrement important pour le bon fonctionnement du cerveau en raison de la présence de la boîte crânienne qui limite les variations de volume. D'autres AQPs, les aquaglycéroporines, sont perméables non seulement à l'eau mais également à d'autres molécules comme le glycérol. Elles facilitent, par exemple, la sortie du glycérol des cellules graisseuses et sa capture par les cellules du foie afin de produire du glucose en période de jeûne. Le cerveau est principalement composé de deux types de cellules: les neurones et les cellules gliales, majoritairement des astrocytes. L'AQP4, une AQP stricte, est présente dans les astrocytes et joue un rôle dans la formation et la résorption des oedèmes cérébraux. L'AQP9, une aquaglycéroporine, est également présente dans les astrocytes et dans une population spécifique de neurones, les neurones catécholaminergiques, touchés dans la maladie de Parkinson. A ce jour, la présence de l'AQP9 dans le cerveau est une donnée controversée et son rôle fonctionnel est inconnu. Ce travail de thèse a permis de montrer que l'AQP9 est bien présente d'une part dans les cellules souches neurales foetales et d'autre ,part dans les astrocytes et neurones catécholaminergiques issus de leur différenciation. De plus, ces expériences ont mis en évidence un rôle de l'AQP9 dans l'entrée du glycérol dans les astrocytes, ce qui pourrait être bénéfique dans des conditions d'ischémie. Enfin, les .résultats de cette étude suggèrent également un rôle de l'AQP9 dans le métabolisme énergétique des astrocytes. L'ensemble de ces travaux démontre le rôle important de l'AQP9 dans le cerveau et ouvre de nouvelles perspectives quant aux rôles des AQPs dans des situations pathologiques telles que l'ischémie cérébrale ou encore la maladie de Parkinson.

Contribution of neural networks to Alzheimer disease's progression.

The neuropathology of Alzheimer disease is characterized by senile plaques, neurofibrillary tangles and cell death. These hallmarks develop according to the differential vulnerability of brain networks, senile plaques accumulating preferentially in the associative cortical areas and neurofibrillary tangles in the entorhinal cortex and the hippocampus. We suggest that the main aetiological hypotheses such as the beta-amyloid cascade hypothesis or its variant, the synaptic beta-amyloid hypothesis, will have to consider neural networks not just as targets of degenerative processes but also as contributors of the disease's progression and of its phenotype. Three domains of research are highlighted in this review. First, the cerebral reserve and the redundancy of the network's elements are related to brain vulnerability. Indeed, an enriched environment appears to increase the cerebral reserve as well as the threshold of disease's onset. Second, disease's progression and memory performance cannot be explained by synaptic or neuronal loss only, but also by the presence of compensatory mechanisms, such as synaptic scaling, at the microcircuit level. Third, some phenotypes of Alzheimer disease, such as hallucinations, appear to be related to progressive dysfunction of neural networks as a result, for instance, of a decreased signal to noise ratio, involving a diminished activity of the cholinergic system. Overall, converging results from studies of biological as well as artificial neural networks lead to the conclusion that changes in neural networks contribute strongly to Alzheimer disease's progression.