418 research outputs found
Frequency Bin Entangled Photons
A monochromatic laser pumping a parametric down conversion crystal generates
frequency entangled photon pairs. We study this experimentally by addressing
such frequency entangled photons at telecommunication wavelengths (around 1550
nm) with fiber optics components such as electro-optic phase modulators and
narrow band frequency filters. The theory underlying our approach is developed
by introducing the notion of frequency bin entanglement. Our results show that
the phase modulators address coherently up to eleven frequency bins, leading to
an interference pattern which can violate a Bell inequality adapted to our
setup by more than five standard deviations.Comment: 10 pages, 4 figures (extended version
Gibbs Sampling with Low-Power Spiking Digital Neurons
Restricted Boltzmann Machines and Deep Belief Networks have been successfully
used in a wide variety of applications including image classification and
speech recognition. Inference and learning in these algorithms uses a Markov
Chain Monte Carlo procedure called Gibbs sampling. A sigmoidal function forms
the kernel of this sampler which can be realized from the firing statistics of
noisy integrate-and-fire neurons on a neuromorphic VLSI substrate. This paper
demonstrates such an implementation on an array of digital spiking neurons with
stochastic leak and threshold properties for inference tasks and presents some
key performance metrics for such a hardware-based sampler in both the
generative and discriminative contexts.Comment: Accepted at ISCAS 201
Functional outcomes and clinical strength assessment after infraspinatus-sparing surgical approach to scapular fracture: Does it really make a difference?
Background: Surgical treatment of scapular fractures with posterior approach is frequently associated with postoperative infraspinatus hypotrophy and weakness. The aim of this retrospective study is to compare infraspinatus strength and functional outcomes in patients treated with the classic Judet versus modified Judet approach for scapular fracture. Patients and methods: 20 cases with scapular neck and body fracture treated with posterior approach for lateral border plate fixation were reviewed. In 11 of 20 cases, we used the modified Judet approach (MJ group), and in 9 cases we used the classic Judet approach (CJ group). All fractures were classified according to the AO classification system. At follow-up examinations, patients had X-ray assessment with acromiohumeral distance (AHD) measurement, clinical evaluation, active range of motion (ROM) examination, Constant Shoulder Score, and Disability of the Arm, Shoulder and Hand (DASH) Score. Infraspinatus strength assessment was measured using a dynamometer during infraspinatus strength test (IST) and infraspinatus scapular retraction test (ISRT). Results: Demographic data did not significantly differ between the CJ group and MJ group, except for mean follow-up, which was 4.15\ua0years in the CJ group and 2.33 in the MJ group (p\ua0<\ua00.001). All X-ray examinations showed fracture healing. AHD was significantly decreased in the CJ group (p\ua0=\ua00.006). We did not find significant differences in active ROM between the MJ and CJ groups in the injured arm (p\ua0<\ua00.05). The Constant Score was 75.83 (\ub114.03) in the CJ group and 82.75 (\ub110.72) in the MJ group (p\ua0=\ua00.31); DASH Score was 10.16 in the CJ group and 6.25 in the MJ group (p\ua0=\ua00.49). IST showed mean strength of 8.38\ua0kg (\ub11.75) in the MJ group and 4.61\ua0kg (\ub11.98) in the CJ group (p\ua0=\ua00.002), ISRT test was 8.7 (\ub11.64) in the MJ group and 4.95 (\ub12.1) in the CJ group (p\ua0=\ua00.002). Infraspinatus hypotrophy was detected during inspection in six patients (five in the CJ group and one in the MJ group); it was related to infraspinatus strength weakness in IST and ISRT (p\ua0<\ua00.001). Conclusions: Infraspinatus-sparing surgical approach for scapular fracture avoids infraspinatus hypotrophy and external-rotation strength weakness. We suggest use of the modified Judet approach for scapular fracture and to restrict the classic Judet approach to only when the surgeon believes that the fracture is not easily reducible with a narrower exposure. Level of evidence: Level\ua0IV
Engineering REST-Specific Synthetic PUF Proteins to Control Neuronal Gene Expression: A Combined Experimental and Computational Study
Regulation of gene transcription is an essential mechanism for differentiation and adaptation of organisms. A key actor in this regulation process is the repressor element 1 (RE1)-silencing transcription factor (REST), a transcriptional repressor that controls more than 2000 putative target genes, most of which are neuron-specific. With the purpose of modulating REST expression, we exploited synthetic, ad hoc designed, RNA binding proteins (RBPs) able to specifically target and dock to REST mRNA. Among the various families of RBPs, we focused on the Pumilio and FBF (PUF) proteins, present in all eukaryotic organisms and controlling a variety of cellular functions. Here, a combined experimental and computational approach was used to design and test 8- and 16-repeat PUF proteins specific for REST mRNA. We explored the conformational properties and atomic features of the PUF-RNA recognition code by Molecular Dynamics simulations. Biochemical assays revealed that the 8- and 16-repeat PUF-based variants specifically bind the endogenous REST mRNA without affecting its translational regulation. The data also indicate a key role of stacking residues in determining the binding specificity. The newly characterized REST-specific PUF-based constructs act as excellent RNA-binding modules and represent a versatile and functional platform to specifically target REST mRNA and modulate its endogenous expression
Estimated prevalence of undiagnosed HCV infected individuals in Italy: A mathematical model by route of transmission and fibrosis progression
Background: The universal treatment of diagnosed patients with chronic HCV infection has been widely conducted in Italy since 2017. However, the pool of individuals diagnosed but yet to be treated in Italy has been estimated to end around 2025, leaving a significant proportion of infected individuals undiagnosed/without care. Estimates of this population are currently unknown. Methods: A probabilistic modelling approach was applied to estimate annual historical HCV incident cases by their age-group (0â100 years) distribution from available literature and Italian National database (1952 to October 2019). Viraemic infection rates were modelled on the main infection routes in Italy: people who inject drugs (PWID), tattoos, sexual transmission, glass syringe use, blood transfusion and vertical transmission. Annual liver fibrosis stage transition probabilities were modelled using a Markov model. The number of HCV viraemic asymptomatic (fibrosis stage F0-F3:potentially undiagnosed/unlinked to care) and symptomatic (fibrosis stage F4: potentially linked to care) individuals was estimated. Results: By October 2019, total viraemic HCV individuals in Italy (excluding treated patients since 1992) were estimated to be 410,775 (0.68 % of current population of Italy; 95 % CI: 0.64â0.71%, based on the current Italian population), of which 281,809 (0.47 %; 95 % CI:0.35â0.60%) were fibrosis stage F0-F3. Among different high risk groups in stage F0-F3, the following distribution was estimated: PWID; 52.0 % (95 % CI:37.9â66.6 %), tattoo; 28.8 % (95 % CI:23â32.3 %), sexual transmission; 12.0 % (95 % CI:9.6â13.7 %), glass syringe and transfusion; 6.4 % (95 % CI:2.4â17.8 %), and vertical transmission; 0.7 % (95 % CI:0.4â1.2 %). Conclusion: Under the assumption that most untreated HCV-infected individuals with stage F0-F3 are undiagnosed, more than 280,000 individuals are undiagnosed and/or unlinked to care in Italy. Marked heterogeneity across the major routes of HCV transmission was estimated. This modelling approach may be a useful tool to characterise the HCV epidemic profile also in other countries, based on country specific epidemiology and HCV main transmission routes
A mathematical model by route of transmission and fibrosis progression to estimate undiagnosed individuals with HCV in different Italian regions
Background: Although an increase in hepatitis C virus (HCV) prevalence from Northern to Southern Italy has been reported, the burden of asymptomatic individuals in different Italian regions is currently unknown. Methods: A probabilistic approach, including a Markov chain for liver disease progression, was applied to estimate current HCV viraemic burden. The model defined prevalence by geographic area using an estimated annual historical HCV incidence by age, treatment rate, and migration rate from the Italian National database. Viraemic infection by age group was estimated for each region by main HCV transmission routes of individuals for stage F0âF3 (i.e. patients without liver cirrhosis and thus potentially asymptomatic) and F4 (patients with liver cirrhosis, thus potentially symptomatic). Results: By January 2020, it was estimated that there were 409,184 Italian individuals with HCV (prevalence of 0.68%; 95% CI: 0.54â0.82%), of which 300,171 (0.50%; 95% CI: 0.4â0.6%) were stage F0âF3. Considering all individuals with HCV in stage F0âF3, the geographical distributions (expressed as the proportion of HCV infected individuals by macroarea within the overall estimated number of F0âF3 individuals and prevalence values, expressed as the percentage of individuals with HCV versus the overall number of individuals for each macroarea) were as follows: North 42.1% (0.45%; 95% CI: 0.36â0.55%), Central 24.1% (0.61%; 95% CI: 0.48â0.74%), South 23.2% (0.50%; 95% CI: 0.4â0.61%), and the Isles 10.6% (0.49%; 95% CI: 0.39â0.59%). The population of people who inject drugs accounted for 50.4% of all individuals infected (F0âF3). Undiagnosed individuals (F0âF3) were ~ 15 years younger (â 50 years) compared with patients with stage F4 (â 65 years), with similar age distributions across macroareas. In contrast to what has been reported on HCV epidemiology in Italy, an increasing trend in the proportion of potentially undiagnosed individuals with HCV (absolute number within the F0âF3) from South (23.2%) to North (42.1%) emerged, independent of similar regional prevalence values. Conclusion: This targeted approach, which addresses the specific profile of undiagnosed individuals, is helpful in planning effective elimination strategies by region in Italy and could be a useful methodology for other countries in implementing their elimination plans
Implementation of Olfactory Bulb Glomerular-Layer Computations in a Digital Neurosynaptic Core
We present a biomimetic system that captures essential functional properties of the glomerular layer of the mammalian olfactory bulb, specifically including its capacity to decorrelate similar odor representations without foreknowledge of the statistical distributions of analyte features. Our system is based on a digital neuromorphic chip consisting of 256 leaky-integrate-and-fire neurons, 1024âĂâ256 crossbar synapses, and address-event representation communication circuits. The neural circuits configured in the chip reflect established connections among mitral cells, periglomerular cells, external tufted cells, and superficial short-axon cells within the olfactory bulb, and accept input from convergent sets of sensors configured as olfactory sensory neurons. This configuration generates functional transformations comparable to those observed in the glomerular layer of the mammalian olfactory bulb. Our circuits, consuming only 45âpJ of active power per spike with a power supply of 0.85âV, can be used as the first stage of processing in low-power artificial chemical sensing devices inspired by natural olfactory systems
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