On the analytic continuation of the critical line

We perform a numerical study of the systematic effects involved in the determination of the critical line at real baryon chemical potential by analytic continuation from results obtained at imaginary chemical potentials. We present results obtained in a theory free of the sign problem, three-color QCD with finite isospin chemical potential, and comment on general features which could be relevant also to the continuation of the critical line in real QCD at finite baryon density.Comment: 7 pages, 3 figures, Contribution to The XXVII International Symposium on Lattice Field Theory, Beijing, July 25-31, 200

SpaRCe : sparse reservoir computing

"Sparse" neural networks, in which relatively few neurons or connections are active, are common in both machine learning and neuroscience. Whereas in machine learning, "sparseness" is related to a penalty term which effectively leads to some connecting weights becoming small or zero, in biological brains, sparseness is often created when high spiking thresholds prevent neuronal activity. Inspired by neuroscience, here we introduce sparseness into a reservoir computing network via neuron-specific learnable thresholds of activity, allowing neurons with low thresholds to give output but silencing outputs from neurons with high thresholds. This approach, which we term "SpaRCe", optimises the sparseness level of the reservoir and applies the threshold mechanism to the information received by the read-out weights. Both the read-out weights and the thresholds are learned by a standard on-line gradient rule that minimises an error function on the outputs of the network. Threshold learning occurs by the balance of two opposing forces: reducing inter-neuronal correlations in the reservoir by deactivating redundant neurons, while increasing the activity of neurons participating in correct decisions. We test SpaRCe in a set of classification problems and find that introducing threshold learning improves performance compared to standard reservoir computing networks

Discriminazione del segnale dal fondo di GERDA mediante l'utilizzo di una rete neurale

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Mobilization of lymphatic endothelial progenitor cells and lymphatic neovascularization in primary Sjögren’s syndrome

Primary Sjögren’s syndrome (pSS) is a systemic autoimmune disorder charac- terized by chronic lymphocytic infiltration of exocrine glands leading to progressive functional impairment. Lympangiogenesis is a common finding in chronic inflamma- tory diseases; however, its role in pSS remains to be elucidated. Inflammation induces the production of growth factors for lymphatic vessels, such as vascular endothelial growth factor-C (VEGF-C). Recent growing evidence indicates that bone marrowderived lymphatic endothelial progenitor cells (LEPCs) may differentiate into lymphatic endothelial cells via VEGF-C/VEGFR-3 signaling contributing to lymphangiogenesis. This study was designed to investigate the circulating levels of LEPCs and the occurrence of lymphangiogenesis in pSS. Pheripheral blood mononuclear cells were collected from 10 female pSS patients and 11 healthy females. LEPCs, defined as CD34+CD133+VEGFR-3+ cells, were identified by FACS using CD34-FITC, CD133-APC and VEGFR-3-PE antibodies. Results were expressed as percentage of CD133+VEGFR-3+ cells among CD34+ cells. Labial minor salivary gland (MSG) biop- sies were obtained from 12 female pSS patients and 16 sicca non-pSS control females. MSGs were evaluated by haematoxylin-eosin and immunofluorescence for CD3/CD20 and CD21 to assess focus score, Tarpley biopsy score, T/B cell segregation and germi- nal center-like structures. Lymphatic vessels were identified by immunohistochemistry for podoplanin (D2-40), a mucin-type transmembrane protein expressed by lymphatic endothelial cells but not by blood vessels. VEGF-C/VEGFR-3 expression in MSGs was investigated by immunofluorescence. An average ten-fold increase in circulating levels of LEPCs was found in pSS (35.2±2.7%) compared with controls (3.4±0.8%) (p=0.0003). In control MSGs, lymphatic vessels were only detected around excretory ducts in the interlobular connective tissue. In pSS MSGs, the number of lymphatic vessels was increased around interlobular excretory ducts and a newly formed lymphatic capil lary network was found within inflammatory foci. A strong expression of VEGF-C was detected in ductal cells, vessels and inflammatory cells in pSS MSGs. VEGFR-3 expres- sion was observed in a subset of vessels and infiltrating mononuclear cells. Our find ings suggest that LEPC mobilization and MSG lymphatic vessel reorganization may take center stage in the chronic inflammatory process of pSS

Morphological evidence of telocytes in human synovium

Abstract A new cell type named telocyte (i.e. cell with distinctive prolongations called telopodes) has recently been identified in the stroma of various organs in humans. However, no study has yet reported the existence of telocytes in the synovial membrane of diarthrodial joints. This work was therefore undertaken to search for telocytes in the normal human synovium using transmission electron microscopy, immunohistochemistry and immunofluorescence. Ultrastructural analyses demonstrated the presence of numerous spindle-shaped telocytes in the whole synovial sublining layer. Synovial telocytes exhibited very long and thin moniliform telopodes and were particularly concentrated at the boundary between the lining and sublining layers and around blood vessels. Light microscopy confirmed the presence of CD34-positive telocytes in the aforementioned locations. Moreover, synovial telocytes coexpressed CD34 and platelet-derived growth factor receptor α. Double immunostaining further allowed to unequivocally differentiate synovial telocytes (CD34-positive/CD31-negative) from vascular endothelial cells (CD34-positive/CD31-positive). The in vitro examination of fibroblast-like synoviocyte primary cultures revealed the coexistence of different cell types, including CD34-positive telocytes projecting typical moniliform telopodes. In conclusion, our work provides the first evidence that telocytes do exist in the human synovium and lays the groundwork for future studies on synovial telocytes in a variety of degenerative and destructive joint diseases

Telocytes constitute a widespread interstitial meshwork in the lamina propria and underlying striated muscle of human tongue

Abstract Telocytes have recently emerged as unique interstitial cells defined by their extremely long, thin and moniliform prolongations termed telopodes. Despite growing evidence that these cells consistently reside in the stromal compartment of various organs from human beings, studies dealing with telocytes in structures of the oral cavity are scarce. Hence, the present morphologic study was undertaken to explore for the first time the presence and specific localization of telocytes within tissues of the normal human tongue, a complex muscular organ whose main functions include taste, speech, and food manipulation in the oral cavity. Telocytes were initially identified by CD34 immunostaining and confirmed by CD34/PDGFRα double immunofluorescence and transmission electron microscopy. CD34+/PDGFRα+ telocytes were organized in interstitial meshworks either in the tongue lamina propria or in the underlying striated muscle. Lingual telocytes were immunonegative for CD31, c-kit and α-SMA. Telopodes were finely distributed throughout the stromal space and concentrated beneath the lingual epithelium and around CD31+ vessels, skeletal muscle bundles/fibers, and intramuscular nerves and ganglia. They also enveloped salivary gland units outside the α-SMA+ myoepithelial cells and delimited lymphoid aggregates. These findings establish telocytes as a previously overlooked interstitial cell population worth investigating further in the setting of human tongue pathophysiology