2,298 research outputs found

    Sequence learning in Associative Neuronal-Astrocytic Network

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    The neuronal paradigm of studying the brain has left us with limitations in both our understanding of how neurons process information to achieve biological intelligence and how such knowledge may be translated into artificial intelligence and its most brain-derived branch, neuromorphic computing. Overturning our fundamental assumptions of how the brain works, the recent exploration of astrocytes is revealing that these long-neglected brain cells dynamically regulate learning by interacting with neuronal activity at the synaptic level. Following recent experimental evidence, we designed an associative, Hopfield-type, neuronal-astrocytic network and analyzed the dynamics of the interaction between neurons and astrocytes. We show that astrocytes were sufficient to trigger transitions between learned memories in the neuronal component of the network. Further, we mathematically derived the timing of the transitions that was governed by the dynamics of the calcium-dependent slow-currents in the astrocytic processes. Overall, we provide a brain-morphic mechanism for sequence learning that is inspired by, and aligns with, recent experimental findings. To evaluate our model, we emulated astrocytic atrophy and showed that memory recall becomes significantly impaired after a critical point of affected astrocytes was reached. This brain-inspired and brain-validated approach supports our ongoing efforts to incorporate non-neuronal computing elements in neuromorphic information processing.Comment: 8 pages, 5 figure

    Disentangling astroglial physiology with a realistic cell model in silico

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    Electrically non-excitable astroglia take up neurotransmitters, buffer extracellular K+ and generate Ca2+ signals that release molecular regulators of neural circuitry. The underlying machinery remains enigmatic, mainly because the sponge-like astrocyte morphology has been difficult to access experimentally or explore theoretically. Here, we systematically incorporate multi-scale, tri-dimensional astroglial architecture into a realistic multi-compartmental cell model, which we constrain by empirical tests and integrate into the NEURON computational biophysical environment. This approach is implemented as a flexible astrocyte-model builder ASTRO. As a proof-of-concept, we explore an in silico astrocyte to evaluate basic cell physiology features inaccessible experimentally. Our simulations suggest that currents generated by glutamate transporters or K+ channels have negligible distant effects on membrane voltage and that individual astrocytes can successfully handle extracellular K+ hotspots. We show how intracellular Ca2+ buffers affect Ca2+ waves and why the classical Ca2+ sparks-and-puffs mechanism is theoretically compatible with common readouts of astroglial Ca2+ imaging

    Relacorilant or surgery improved hemostatic markers in Cushing syndrome

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    Purpose:Glucocorticoid-mediated hypercoagulability can persist in patients with endogenous Cushing syndrome (CS) after curative surgery and may transiently worsen early postoperatively. These studies aimed to characterize coagulation markers at baseline in patients with CS and the impact of relacorilant or remission post-surgery in an open-label, phase 2 study (NCT02804750) and a retrospective, longitudinal, surgical cohort study. Methods:In the relacorilant study, 34 patients received relacorilant (100-200 mg/day for up to 12 weeks or 250-400 mg/day for up to 16 weeks) and had postbaseline data. Coagulation markers were assessed before and during treatment. In the surgical study, conducted at "Federico II" University of Naples, Italy, coagulation markers were assessed in 30 patients before surgery and after biochemical remission. Results:In the relacorilant study, significant mean changes from baseline to last observed visit were reported in factor VIII (- 18.9%, P = 0.022), activated partial thromboplastin time (aPTT) (+ 1.5 s, P = 0.046), and platelet count (- 68.8*109/L, P < 0.0001), whereas von Willebrand factor was unchanged. In the surgical study, the mean time to hemostasis assessment was 6.2 months. Significant mean changes from baseline to hemostasis assessment were reported in factor VIII (- 24.2%, P = 0.044), von Willebrand factor (- 20.6%, P = 0.018), and aPTT (+ 2.0 s, P = 0.031), whereas platelet count was unchanged.Conclusions:Several coagulation markers improved in patients with CS after 3-4 months of relacorilant treatment and within an average of 6 months after surgery. Relacorilant's positive effects on coagulation markers support further investigation of its use preoperatively in patients with CS or in patients who are not eligible for surgery. Clinical Trial Registration Number:NCT0280475 (registration date: 15 June 2016)

    Reduction in Phencyclidine Induced Sensorimotor Gating Deficits in the Rat Following Increased System Xc − Activity in the Medial Prefrontal Cortex

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    Rationale: Aspects of schizophrenia, including deficits in sensorimotor gating, have been linked to glutamate dysfunction and/or oxidative stress in the prefrontal cortex. System xc −, a cystine–glutamate antiporter, is a poorly understood mechanism that contributes to both cellular antioxidant capacity and glutamate homeostasis. Objectives: Our goal was to determine whether increased system xc − activity within the prefrontal cortex would normalize a rodent measure of sensorimotor gating. Methods: In situ hybridization was used to map messenger RNA (mRNA) expression of xCT, the active subunit of system xc −, in the prefrontal cortex. Prepulse inhibition was used to measure sensorimotor gating; deficits in prepulse inhibition were produced using phencyclidine (0.3–3 mg/kg, sc). N-Acetylcysteine (10–100 μM) and the system xc − inhibitor (S)-4-carboxyphenylglycine (CPG, 0.5 μM) were used to increase and decrease system xc − activity, respectively. The uptake of 14C-cystine into tissue punches obtained from the prefrontal cortex was used to assay system xc − activity. Results: The expression of xCT mRNA in the prefrontal cortex was most prominent in a lateral band spanning primarily the prelimbic cortex. Although phencyclidine did not alter the uptake of 14C-cystine in prefrontal cortical tissue punches, intraprefrontal cortical infusion of N-acetylcysteine (10–100 μM) significantly reduced phencyclidine- (1.5 mg/kg, sc) induced deficits in prepulse inhibition. N-Acetylcysteine was without effect when coinfused with CPG (0.5 μM), indicating an involvement of system xc −. Conclusions: These results indicate that phencyclidine disrupts sensorimotor gating through system xc − independent mechanisms, but that increasing cystine–glutamate exchange in the prefrontal cortex is sufficient to reduce behavioral deficits produced by phencyclidine

    Interpretation of vector-like quark searches: Heavy gluons in composite Higgs models

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    Pair production of new vector-like quarks in pp collisions is consideredmodelindependentasitisusuallydominatedbyQCDproduction. We discuss the interpretation of vector-like quark searches in the case that QCD is not the only relevant production mechanism for the new quarks. Inparticularweconsidertheeffectofanewmassivecoloroctet vector boson with sizeable decay branching ratio into the new quarks. We pay special attention to the sensitivity of the Large Hadron Collider experiments, both in run-1 and early run-2, to differences in the kinematical distributions from the different production mechanisms. We have found that even though there can be significant differences in some kinematical distributions at the parton level, the differences are washed out at the reconstruction level. Thus, the published experimental results can be reinterpreted in models with heavy gluons by simply rescaling the production cross section.Fundação para a Ciência e Tecnologia (FCT): IF/00050/2013/CP1172/CT0002We would like to thank G. Perez for useful discussions and motivation at the initial stages of this work. JS is supported by MINECO, under grant numbers FPA2010-17915 and FPA2013-47836-C3-2-P, by the European Commission through the contract PITN-GA-2012-316704 (HIGGSTOOLS) and by Junta de Andalucía grants FQM 101 and FQM 6552. JS thanks the Pauli Center Visitor Program for financial support. JPA and NFC are supported by FEDER, COMPETE-QREN and FCT, Portugal, through grant SFRH/BD/52002/2012 (JPA) and contract IF/00050/2013 (NFC)

    Search for flavour-changing neutral currents in processes with one top quark and a photon using 81 fb−1 of pp collisions at s=13TeV with the ATLAS experiment

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    A search for flavour-changing neutral current (FCNC) events via the coupling of a top quark, a photon, and an up or charm quark is presented using 81 fb−1 of proton–proton collision data taken at a centre-of-mass energy of 13 TeV with the ATLAS detector at the LHC. Events with a photon, an electron or muon, a b-tagged jet, and missing transverse momentum are selected. A neural network based on kinematic variables differentiates between events from signal and background processes. The data are consistent with the background-only hypothesis, and limits are set on the strength of the tqγ coupling in an effective field theory. These are also interpreted as 95% CL upper limits on the cross section for FCNC tγ production via a left-handed (right-handed) tuγ coupling of 36 fb (78 fb) and on the branching ratio for t→γu of 2.8×10−5 (6.1×10−5). In addition, they are interpreted as 95% CL upper limits on the cross section for FCNC tγ production via a left-handed (right-handed) tcγ coupling of 40 fb (33 fb) and on the branching ratio for t→γc of 22×10−5 (18×10−5)
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