Delineation of agricultural fields in smallholder farms from satellite images using fully convolutional networks and combinatorial grouping.

Accurate spatial information of agricultural fields in smallholder farms is important for providing actionable information to farmers, managers, and policymakers. Very High Resolution (VHR) satellite images can capture such information. However, the automated delineation of fields in smallholder farms is a challenging task because of their small size, irregular shape and the use of mixed-cropping systems, which make their boundaries vaguely defined. Physical edges between smallholder fields are often indistinct in satellite imagery and contours need to be identified by considering the transition of the complex textural pattern between fields. In these circumstances, standard edge-detection algorithms fail to extract accurate boundaries. This article introduces a strategy to detect field boundaries using a fully convolutional network in combination with a globalisation and grouping algorithm. The convolutional network using an encoder-decoder structure is capable of learning complex spatial-contextual features from the image and accurately detects sparse field contours. A hierarchical segmentation is derived from the contours using the oriented watershed transform and by iteratively merging adjacent regions based on the average strength of their common boundary. Finally, field segments are obtained by adopting a combinatorial grouping algorithm exploiting the information of the segmentation hierarchy. An extensive experimental analysis is performed in two study areas in Nigeria and Mali using WorldView-2/3 images and comparing several state-of-the-art contour detection algorithms. The algorithms are compared based on the precision-recall accuracy assessment strategy which is tolerating small localisation errors in the detected contours. The proposed strategy shows promising results by automatically delineating field boundaries with F-scores higher than 0.7 and 0.6 on our two test areas, respectively, outperforming alternative techniques.

Amygdala stimulation promotes recovery of behavioral performance in a spatial memory task and increases GAP-43 and MAP-2 in the hippocampus and prefrontal cortex of male rats.

The relationships between affective and cognitive processes are an important issue of present neuroscience. The amygdala, the hippocampus and the prefrontal cortex appear as main players in these mechanisms. We have shown that post-training electrical stimulation of the basolateral amygdala (BLA) speeds the acquisition of a motor skill, and produces a recovery in behavioral performance related to spatial memory in fimbria-fornix (FF) lesioned animals. BLA electrical stimulation rises bdnf RNA expression, BDNF protein levels, and arc RNA expression in the hippocampus. In the present paper we have measured the levels of one presynaptic protein (GAP-43) and one postsynaptic protein (MAP-2) both involved in synaptogenesis to assess whether structural neuroplastic mechanisms are involved in the memory enhancing effects of BLA stimulation. A single train of BLA stimulation produced in healthy animals an increase in the levels of GAP-43 and MAP-2 that lasted days in the hippocampus and the prefrontal cortex. In FF-lesioned rats, daily post-training stimulation of the BLA ameliorates the memory deficit of the animals and induces an increase in the level of both proteins. These results support the hypothesis that the effects of amygdala stimulation on memory recovery are sustained by an enhanced formation of new synapses.

Amygdala electrical stimulation inducing spatial memory recovery produces an increase of hippocampal bdnf and arc gene expression.

Amygdala seems to promote the consolidation of plastic modification in different brain areas and these long-term brain changes require a rapid de novo RNA and protein synthesis. We have previously shown that basolateral amygdala electrical stimulation produces a partial recovery of spatial memory in fimbria-fornix lesioned animals and it is also able to increase the BDNF protein content in the hippocampus. The emerging question is whether these increased BDNF protein content arises from previously synthesized RNA or from de novo RNA expression. Now we address the question if amygdala electrical stimulation 15min after daily water maze training produces a rapid de novo RNA synthesis in the hippocampus, a critical brain area for spatial memory recovery in fimbria-fornix lesioned animals. In addition, we also study RNA arc expression, a gene which is essential for memory and neural plasticity processes. To this purpose, we study amygdala stimulation effects on the expression of plasticity related-early-genes bdnf and arc in the hippocampus of fimbria-fornix lesioned animals trained in a water-maze for 4days. We also checked on the expression of both genes in non-lesioned, untrained animals (acute condition) at 0.5, 1, 2 and 24h after basolateral amygdala electrical stimulation. Our data from trained animals confirm that daily amygdala electrical stimulation 15min after water maze training produces a partial memory recovery and that is coupled to an increase of bdnf and arc genes expression in the hippocampus. Additionally, the acute study shows that a single session of amygdala stimulation induces a transient increase of both genes (peaking at 30min). These results confirm the memory improving effect of amygdala stimulation in fimbria-fornix-lesioned animals and sustain the assumption that the memory improving effect is mediated by newly synthetized BDNF acting on a memory relevant structure like the hippocampus. The increased amount of BDNF within the hippocampus seems to be locally synthetized by mechanisms activated by the amygdala stimulation.

BDNF in quinolinic acid lesioned rats after bone marrow cells transplant.

Brain-derived neurotrophic factor (BDNF) concentration was measured in the striatum and cortex after quinolinic acid intrastriatal lesion and transplantation of bone marrow cells (BMSC). The results showed a significant increase of the BDNF levels in the striatum and cortex of the lesioned animals and the ability of the transplanted cells to increase the levels of BDNF in both sites. This recovery of BDNF production and distribution might have beneficial effects and ameliorate the negative consequences of the striatal lesion, a mechanism of potential interest for the treatment of Huntington's disease (HD).

Spatial and emotional memory in aged rats: a behavioral-statistical analysis.

Age-related impairment in synaptic plasticity, like long-term potentiation (LTP), has been repeatedly reported. We had shown that late stages of LTP in the rat dentate gyrus can be modulated by emotional factors, but this is impaired by aging. In the present study we have searched for possible impairments in emotional and spatial memory tasks that may correspond to the impaired reinforcement observed at the cellular level. We have trained young and aged animals in a battery of tests: exploration (open field) object recognition, anxiety (plus maze) fear conditioning and spatial memory (Morris' water maze (MWM)). The open field, anxiety, and novelty recognition showed no age differences except a reduced velocity in aged rats. Emotional and contextual memories were preserved, but acquisition was slightly impaired. Age-dependent impairments appeared in spatial memory, evaluated in terms of latency and distance to reach the hidden escape platform in the water maze task, but these were not related with impairments in other tests, in particular there was no relation between spatial and emotional memory impairments. Age-related impairments in different paradigms were caused by different independent factors that did not correlated with each other.

Basolateral amygdala stimulation does not recruit LTP at depotentiated synapses.

Hippocampal long-term potentiation (LTP) is a long-lasting increase in synaptic efficacy considered to be the cellular basis of memory. LTP consists of an early, protein synthesis-independent phase (E-LTP) and a late phase that depends on protein synthesis (L-LTP). Application of a weak tetanus can induce E-LTP in the dentate gyrus (DG) which can be reinforced into L-LTP by direct stimulation of the basolateral amygdala (BLA) within 30 min before or after LTP induction (structural LTP-reinforcement). LTP can be depotentiated by low-frequency stimulation (LFS) to the same synaptic input if applied shortly after tetanization (<10 min). Here, we addressed the question of whether stimulation of the BLA is able to recover LTP at depotentiated synaptic inputs. We hypothesized that E-LTP can activate synaptic tags, which were then reset by depotentiation. Stimulation of the BLA thereafter could beneficially act on tag-reactivation as well as on the activation of the synthesis of plasticity-related proteins (PRPs), normally captured by the tags and thus transforming E-LTP into L-LTP. Our results show, that BLA-stimulation was not able to reactivate the resetting of tags by depotentiation in the DG of freely moving rats.

Electrical and pharmacological manipulations of the nucleus accumbens core impair synaptic plasticity in the dentate gyrus of the rat.

The interest on the physiology of the nucleus accumbens (NAcc) has grown in recent years given its relationship to addictive behaviours, and the possibility to treat them by interacting with NAcc function. We have shown that the prior stimulation of the core region blocks induction of long-term potentiation (LTP) at the dentate gyrus in anaesthetized rats, while the shell facilitated it. In the present study we have confirmed and expanded those results testing the effects of core and shell stimulation in freely moving rats, as well as the effect of blocking D1 receptors in the NAcc. Our results show that shell stimulation had no effect on baseline recordings of the field excitatory postsynaptic potential (fEPSP) or the population spike amplitude (PSA) for 24 h. Core stimulation did not modify baseline-fEPSP, but significantly depressed PSA up to 8 h. LTP maintenance was not modified; neither by core nor shell stimulation after its induction, but LTP induction was impaired (both in the fEPSP and PSA) by core stimulation 15 min before induction. Shell stimulation showed a slight facilitating effect. Previous, topical application of a dopaminergic-receptor antagonist (SCH23390) into the NAcc produced a significantly depressed baseline fEPSP and PSA, as well as LTP measured in both components of the evoked potentials. Our results confirm a dual role of stimulation of NAcc sub-regions on hippocampal baseline synaptic transmission, and LTP induction when activated before induction. In contrast, stimulation of the NAcc had no influence on an already ongoing dentate gyrus LTP. A role for dopaminergic innervation to the NAcc, modifying susceptibility for synaptic plasticity outside the NAcc is also suggested by our results.

Differential effects of electrical stimulation patterns, motivational-behavioral stimuli and their order of application on functional plasticity processes within one input in the dentate gyrus of freely moving rats in vivo.

Hippocampal long-term potentiation (LTP) is a long-lasting increase in synaptic efficacy considered to be the cellular basis of memory. LTP consists of an early, protein synthesis-independent phase (E-LTP) and a late phase that depends on protein synthesis (L-LTP). In water-deprived rats E-LTP in the dentate gyrus (DG) can be reinforced into L-LTP, if the rats were allowed to drink within 15 min after E-LTP induction (behavioral LTP-reinforcement, BR). LTP can be depotentiated by low-frequency stimulation (LFS) to the same synaptic input if applied shortly after tetanization (<10 min). Here, we addressed the question of whether a BR protocol is able to recover LTP at depotentiated synaptic inputs. We show that LTP, depotentiation, LFS and BR specifically interact within one afferent input, which could be explained by the "synaptic tagging" hypothesis outlined by [Frey and Morris (1997) Nature 385:533-536]. E-LTP induced by a weak tetanus (WTET) sets tags in the activated inputs which are able to capture and to process plasticity-related proteins (PRPs) required for L-LTP, the synthesis of which was induced by BR. Synaptic tags could be reset by LFS. BR alone was unable to rescue depotentiated LTP, but the combination of BR and subsequent WTET transformed E-LTP into L-LTP. We show that LTP, LTD and behavioral stimuli alternatively and reversibly affect a single afferent input for long periods of time by LTP as well as LTD mechanisms, competing with each other under the influence of different concurrent stimuli. Affective modulation can shift the balance to one or the other. We show that the result will depend not only on the last stimulus, but on the history of previous stimuli applied to the specific input. Afferent stimuli activate alternative, but partially overlapping cascades with long-lasting consequences for the input including spaced-associative processes of "synaptic tagging" as well as "cross-tagging" which could be demonstrated in single synaptic afferents to one neuronal population in freely behaving animals.

Opposite effects of shell or core stimulation of the nucleus accumbens on long-term potentiation in dentate gyrus of anesthetized rats.

Hippocampal long-term potentiation (LTP) is a long-lasting increase in synaptic efficacy which is considered a cellular correlate of learning and memory. It has been shown that both, stimuli with emotional/motivational content and the electrical stimulation the basolateral amygdala, can modulate hippocampal LTP. The nucleus accumbens is part of the ventral striatum and is composed of two main regions: core and shell. Core and shell share a similar cellular composition, but differ in their connectivity with other brain areas. Considering that the nucleus accumbens is related to motivation and that it receives a strong projection from the basolateral amygdala, we have studied the effect of stimulating accumbens shell or core on medial perforant path-granule cells' LTP in anesthetized male Wistar rats. We found that electrical stimulation of the shell enhances the magnitude of LTP while the stimulation of the core completely prevents LTP induction. The stimulation of the accumbens shell or core alone produced no apparent, direct field potential in dentate gyrus. Additionally, the co-stimulation of the shell or core with the medial perforant path does not modify the input-output curves obtained using stimulation of the perforant path only. These results demonstrate that electrical stimulation of the accumbens shell or core has a bidirectional effect on LTP induction at the dentate gyrus.

Subcortical deafferentation impairs behavioral reinforcement of long-term potentiation in the dentate gyrus of freely moving rats.

Long-term potentiation is a form of neural functional plasticity which has been related with memory formation and recovery of function after brain injury. Previous studies have shown that a transient early-long-term potentiation can be prolonged by direct stimulation of distinct brain areas, or behavioral stimuli with a high motivational content. The basolateral amygdala and other subcortical structures, like the medial septum and the locus coeruleus, are involved in mediating the reinforcing effect. We have previously shown that the lesion of the fimbria-fornix--the main entrance of subcortical afferents to the hippocampus--abolishes the reinforcing basolateral amygdala-effects on long-term potentiation in the dentate gyrus in vivo. It remains to be investigated, however, if such subcortical afferents may also be important for behavioral reinforcement of long-term potentiation. Young-adult (8 weeks) Sprague-Dawley male rats were fimbria-fornix-transected under anesthesia, and electrodes were implanted at the dentate gyrus and the perforant path. One week after surgery the freely moving animals were studied. Fimbria-fornix-lesion reduced the ability of the animals to develop long-term potentiation when a short pulse duration was used for tetanization (0.1 ms per half-wave of a biphasic stimulus), whereas increasing the pulse duration to 0.2 ms per half-wave during tetanization resulted in a transient early-long-term potentiation lasting about 4 h in the lesioned animals, comparable to that obtained in non-lesioned or sham-operated control rats. In water-deprived (24 h) control animals, i.e. in non-lesioned and sham-operated rats, early-long-term potentiation could be behaviorally reinforced by drinking 15 min after tetanization. However, in fimbria-fornix-lesioned animals long-term potentiation-reinforcement by drinking was not detected. This result indicates that the effect of behavioral-motivational stimuli to reinforce long-term potentiation is mediated by subcortical, heterosynaptic afferents.

Effect of LTP-reinforcing paradigms on neurotransmitter release in the dentate gyrus of young and aged rats.

Long-term potentiation (LTP) is considered a cellular correlate of memory processing. A short-lasting early-LTP can be prolonged into a late-L TP (>4h) by stimulation of the basolateral amygdala (BLA) or motivational behavioral stimuli in young, but not in aged, cognitively impaired rats. We measured the changes in transmitter release-induced by BLA or behavioral reinforcement-in young and aged cognitively impaired rats, after implanting a microdialysis cannula at the dentate gyrus. Samples were taken under baseline conditions and during stimulation of BLA. Rats were water deprived and tested again next day, taking samples after allowing access to water. Higher concentrations of choline, HIAA, aspartate, glutamate, and glycine were found in baseline samples from young animals compared to aged. In young animals, BLA stimulation increased the levels of ACh and reduced norepinephrine and serotonine, while behavioral reinforcement reduced the levels of glutamate and glycine. These effects were absent among aged rats, suggesting that this reduced neurochemical response might be linked to the impaired LTP-reinforcement reported previously.

Modulation of late phases of long-term potentiation in rat dentate gyrus by stimulation of the medial septum.

The prolonged maintenance of hippocampal long-term potentiation (LTP) seems to require heterosynaptic events during its induction. We have previously shown that stimulation of the basolateral nucleus of the amygdala (BLA) within a distinct time window can reinforce a transient early-LTP into a long-lasting late-LTP in the dentate gyrus (DG) in freely moving rats. We have shown that this reinforcement was dependent on beta-adrenergic and/or muscarinergic receptor activation and protein synthesis. However, since the BLA does not directly stimulate the DG the question remained by which inputs such heterosynaptic processes are triggered. We have now directly stimulated the medial septal pathway 15 min after induction of early-LTP in the DG and show that this input is capable of reinforcing early into late-LTP in a frequency-dependent manner. This septal reinforcement of DG LTP was dependent on beta-adrenergic receptor activation and protein synthesis. We suggest that the reinforcing effect of the BLA stimulation can, potentially, be mediated via the septal input to the DG, though it differs in its ability to induce or modulate functional plasticity.

The amygdala is part of the behavioural reinforcement system modulating long-term potentiation in rat hippocampus.

Long-term potentiation (LTP) in the dentate gyrus can be modulated and prolonged by emotional/motivational influences when concurrently activated. A similar effect on LTP can be obtained by stimulating the amygdala, suggesting that this limbic structure might be part of the neural system involved in behavioural reinforcement. To confirm this we have performed a series of experiments in which the basolateral amygdala was either temporary inactivated by injection of lidocaine or permanently lesioned electrolytically. Both manipulations completely blocked the reinforcing effect of a motivational stimulus (drinking after 24-h deprivation) on LTP at the perforant pathway-dentate gyrus synapses, whilst leaving intact the non-reinforced potentiation. These results demonstrate that the basolateral amygdala is a key structure within the system involved in the modulatory interaction between the affective status of the animal and the mechanisms of functional plasticity.

Behavioral reinforcement of long-term potentiation is impaired in aged rats with cognitive deficiencies.

Behavioral stimuli with emotional/motivational content can reinforce long-term potentiation in the dentate gyrus, if presented within a distinct time window. A similar effect can be obtained by stimulating the basolateral amygdala, a limbic structure related to emotions. We have previously shown that aging impairs amygdala-hippocampus interactions during long-term potentiation. In this report we show that behavioral reinforcement of long-term potentiation is also impaired in aged rats with cognitive deficits. While among young water-deprived animals drinking 15 min after induction of long-term potentiation leads to a significant prolongation of potentiation, cognitively impaired aged rats are devoid of such reinforcing effects. In contrast, a slight but statistically significant depression develops after drinking in this group of animals. We suggest that an impaired mechanism of emotional/motivational reinforcement of synaptic plasticity might be functionally related to the cognitive deficits shown by aged animals.

Behavioral and biochemical effects of glutathione depletion in the rat brain.

Glutathione serves the function of providing reducing equivalents for the maintenance of oxidant homeostasis, and besides it plays roles in intra- and intercellular signaling in the brain. Our purpose was to test the effects of depleting tissue glutathione by diethylmaleate (5.3 mmol/kg, intraperitoneal) on brain antioxidant metabolism, nerve growth factor levels, and cognitive performance in rats. Six hours after the treatment, glutathione level in the hippocampus dropped down to 30% of the mean value of vehicle-treated animals and glutathione peroxidase activity also declined. Twenty-four hours after the injection the values had been partially restored. Moreover, the hippocampal and cortical levels of nerve growth factor protein did not change in response to diethylmaleate treatment. Glutathione depletion did not influence the performance of animals in the step-through passive avoidance test, but impairs acquisition in the Morris water maze when given before training. However, when diethylmaleate was administered after acquisition in the same paradigm, it did not affect the retention tested at the following day. Our results suggest that glutathione status is important during acquisition, but not for retention, of spatial memory in maze tasks and they support the hypothesis of the oxidant/antioxidant equilibrium as a key piece acting in the regulation of brain function.

Synaptic plasticity is impaired in rats with a low glutathione content.

Long-term potentiation (LTP) is a sustained increase in the efficacy of synaptic transmission, based on functional changes involving pre- and postsynaptic mechanisms, and has been considered a cellular model for learning and memory. The sulphurated tripeptide glutathione acts as a powerful antioxidant agent within the nervous system. Recent in vitro studies suggest that the cellular redox status might influence the mechanisms involved in synaptic plasticity. It is not known, however, how glutathione depletion might affect LTP. In the present study, we evaluated the input-output relationships, LTP, and paired-pulse interactions in rats with low glutathione levels induced by systemic injection of diethylmaleate. Our results in anesthetized rats show that the basic synaptic transmission between the perforant pathway and the dentate gyrus granule cells was not affected by glutathione depletion. However, in the same synapses it was not possible to induce prolonged changes in synaptic efficacy (LTP). Paired-pulse facilitation was also absent in the treated animals, suggesting an impairment of short-term synaptic interactions. These findings indicate that low content of glutathione can impair short-term and long-term mechanisms of synaptic plasticity and stress the importance of the redox balance in the normal function of brain circuitry.

Lesioning the fimbria-fornix impairs basolateral amygdala induced reinforcement of LTP in the dentate gyrus.

We have recently shown that early-long-term potentiation (LTP) in the dentate gyrus can be reinforced into late LTP by stimulation of the basolateral nucleus of the amygdala [Frey et al., submitted for publication]. The pathways and mechanisms for such interactions are unclear, considering that no direct projection from the amygdala to the dentate gyrus is known. To ascertain the possible mediation of the septo-hippocampal projection we have transected the fimbria-fornix (FF) fiber system in young adult (2 months) male rats. The electrophysiological evaluation a week later showed that the lesion does not modify the effects of pre-stimulation of the basolateral amygdala (BLA) on the induction of LTP at the perforant pathway (PP)-granule cells synapses, but impairs its maintenance 1 h later. This suggests that two different pathways might mediate different aspects of the amygdala-hippocampal interactions. One seemed to be anatomically independent from the FF and might influence LTP induction; while the second, probably through the septo-hippocampal fornical projection appeared important for LTP maintenance.

NGF prevents changes in rat brain glutathione-related enzymes following transection of the septohippocampal pathway.

The activities of the enzymes glutathione reductase (GRD), glutathione peroxidase (GPX), and glutathione S-transferase (GST) were studied in several rat brain areas following the aspirative transection of the septohippocampal pathway (fimbria fornix) and the administration of nerve growth factor (NGF) or cytochrome c. One group of animals remained untreated. This lesion resulted in a decreased hippocampal GRD and septal GST activities, as well as, in an increase in GPX activity from the frontal cortex, striatum, and septum. NGF prevented the lesion-induced changes in hippocampal GRD and septal GPX. These findings show that the insult resulting from the aspiration of the fimbria fornix bundle involves modifications in glutathione-related enzymes, and, therefore, in the antioxidant status of brain tissue. These changes in glutathione metabolism could be a consequence of the oxidative damage to GRD and GST proteins or represent a compensatory response of GPX to the oxidative threat The restoring effects of NGF on altered enzyme activities are possibly linked to its known neuroprotective action.

[Obtention and characterization of murine beta-NGF. Application in a model of cerebral aging]. / Obtención y caracterización del beta-NGF murino. Aplicación en un modelo de envejecimiento cerebral.

INTRODUCTION: beta-NGF is a basic protein of 118 aminoacids which acts are a trophic factor for sensory and sympathetic neurons of the peripheral nervous system, and on cholinergic neurons of the anterior basal cerebrum. OBJECTIVES: In view of the functional effect of beta-HGF and its possibilities as a therapeutic agent in neurodegenerative disease, including Alzheimer's disease in this study our aim was to obtain, characterize and show the main results of the application of beta-NGFm in a model of cerebral ageing in rats with cognitive disorders. MATERIAL AND METHODS: For the obtention of beta-NGFm we followed Mobley's method as modified by Ebendal and used mouse submaxillary gland as a source of raw material. The characterization studies were carried out by application of seven techniques which allowed physicochemical characterization and demonstration of the biological activity of the product. Application of beta-NGF obtained under these conditions was carried out in a mode of cerebral ageing and the effects of treatment were assessed by conduct studies, measurement of the activity of the enzyme acetyl cholinesterase and study of neural plasticity. CONCLUSIONS: Characterization studies carried out on the beta-NGFm showed that the protein obtained consists of a mixture of molecules of beta-NGFm which are intact at their extreme N-Terminal, and molecules which have lost the octapeptide of the N-terminal position and show some modification increasing hydrophobicity. All these species were recognized immunologically by the specific antibody anti-NGFm and showed biological activity.

Nerve growth factor improves evoked potentials and long-term potentiation in the dentate gyrus of presenile rats.

Chronic infusion of nerve growth factor (NGF, 1.2 microg/day) for 14 days to presenile rats (17 months at the beginning of treatment) that showed an initial cognitive impairment led to an improved long-term potentiation in the dentate gyrus. Both the relative increase of the slope of the population excitatory postsynaptic potential and that of the population spike were enhanced by NGF pretreatment after long-term potentiation induction at 400 Hz. The treatment was also able to increase the diminished baseline amplitude of the population spike, an effect not seen when the treatment was applied to older animals [Bergado, J., Fernández, C.I., Gómez-Soria, A., González, O., 1997a. Chronic intraventricular infusion with NGF improves LTP in old cognitively-impaired rats. Brain Res. 770, 1-9] stressing the importance of an early start of trophic therapy to achieve better results.