Event reconstruction for KM3NeT/ORCA using convolutional neural networks

The KM3NeT research infrastructure is currently under construction at two locations in the Mediterranean Sea. The KM3NeT/ORCA water-Cherenkov neutrino detector off the French coast will instrument several megatons of seawater with photosensors. Its main objective is the determination of the neutrino mass ordering. This work aims at demonstrating the general applicability of deep convolutional neural networks to neutrino telescopes, using simulated datasets for the KM3NeT/ORCA detector as an example. To this end, the networks are employed to achieve reconstruction and classification tasks that constitute an alternative to the analysis pipeline presented for KM3NeT/ORCA in the KM3NeT Letter of Intent. They are used to infer event reconstruction estimates for the energy, the direction, and the interaction point of incident neutrinos. The spatial distribution of Cherenkov light generated by charged particles induced in neutrino interactions is classified as shower- or track-like, and the main background processes associated with the detection of atmospheric neutrinos are recognized. Performance comparisons to machine-learning classification and maximum-likelihood reconstruction algorithms previously developed for KM3NeT/ORCA are provided. It is shown that this application of deep convolutional neural networks to simulated datasets for a large-volume neutrino telescope yields competitive reconstruction results and performance improvements with respect to classical approaches

Event reconstruction for KM3NeT/ORCA using convolutional neural networks

The KM3NeT research infrastructure is currently under construction at two locations in the Mediterranean Sea. The KM3NeT/ORCA water-Cherenkov neutrino de tector off the French coast will instrument several megatons of seawater with photosensors. Its main objective is the determination of the neutrino mass ordering. This work aims at demonstrating the general applicability of deep convolutional neural networks to neutrino telescopes, using simulated datasets for the KM3NeT/ORCA detector as an example. To this end, the networks are employed to achieve reconstruction and classification tasks that constitute an alternative to the analysis pipeline presented for KM3NeT/ORCA in the KM3NeT Letter of Intent. They are used to infer event reconstruction estimates for the energy, the direction, and the interaction point of incident neutrinos. The spatial distribution of Cherenkov light generated by charged particles induced in neutrino interactions is classified as shower-or track-like, and the main background processes associated with the detection of atmospheric neutrinos are recognized. Performance comparisons to machine-learning classification and maximum-likelihood reconstruction algorithms previously developed for KM3NeT/ORCA are provided. It is shown that this application of deep convolutional neural networks to simulated datasets for a large-volume neutrino telescope yields competitive reconstruction results and performance improvements with respect to classical approaches

New phosphinosugars or phostines : polyhydroxyled cyclic phosphinates with anticancer activity

Les phosphinosucres appelés aussi « phostines » sont des analogues phosphorés des sucres pyranoses et des C-arylglycosides. L'évaluation biologique de ses composés a révélé une activité anticancéreuse des phosphinosucres sur les cellules de glioblastome multiforme, un cancer particulièrement malin et invasif qui ne possède pas de solution thérapeutique. Dans le but de comprendre les mécanismes d'action des phosphinosucres et la stéréo-dépendance de leur activité biologique, la caractérisation des diastéréomères de « phostines » a été menée. Suite à cette détermination structurale, le développement de synthèses diastéréosélectives a permis d'obtenir un mélange fortement enrichi en diastéréomère le plus actif par une séquence réactionnelle qui a mis en jeu une réaction d'oxydation de phosphinosucres -hydroxylés en α-cétophosphinosucres, suivie d'une réduction diastéréosélective. Afin d'améliorer l'activité antiproliférative des phosphinosucres, une diversification chimique a été réalisée. Les variations du groupement aryle lié à l'atome de phosphore nous ont amené à développer une synthèse des aryl-hydrogénophosphinates qui a permis d'obtenir une large variété de ces composés. Par la suite, les aryl-hydrogénophosphinates obtenus ont été engagés dans la synthèse des « phostines ». De plus, des variations chimiques sur le carbone en position α de l'atome de phosphore ont été entreprises et ont permis l'élaboration de plusieurs composés (triflate, azido, amino, déoxy et triazolyles), puis finalement à l'analogue phosphinosucre du N-acétylglucosamine qui a présenté une importante activité anticancéreuse in vitro.Phosphinosugars also called « phostines » are new cyclic phosphinates, analogs of carbohydrates and C-aryglycosides, with phosphorus atom mimicking the anomeric carbon. Biological screening tests of these compounds revealed an anticancer activity against glioblastoma multiform, a highly invasive and malignant tumor without curative therapy.With the aim of understanding the phosphinosugars mode of action and their stereo-dependent biological activity, characterization of four phosphinosugars diastereomers formed during the chemical process has been performed. After their structural determination, diastereoselective synthesis enabled us to obtain an enriched mixture of the most active diastereomer based on an oxidation of -hydroxyled phosphinosugars in corresponding -keto phosphinosugars followed by a diastereoselective reduction. Thereafter, antiproliferative activity of phoshinosugars was performed by chemical diversification. Modification of the aryl group linked to phosphorus atom led us to develop aryl-hydrogenophosphinate synthesis to create a broad variety of these structures. Then, the expected aryl-hydrogenophosphinates were used for phostines preparation. Furthermore, chemical modifications on the carbon in α position of phosphorus atom were led and furnished several new compounds (triflate, azido, amino, deoxy and triazolyl), as well as the phosphinosugar analog of N-acetylglucosamine which presented in vitro a high anticancer activity

Nouveaux phosphinosucres ou phostines (hétérocycles phosphorés polyhydroxylés à activité anticancéreuse)

Les phosphinosucres appelés aussi phostines sont des analogues phosphorés des sucres pyranoses et des C-arylglycosides. L'évaluation biologique de ses composés a révélé une activité anticancéreuse des phosphinosucres sur les cellules de glioblastome multiforme, un cancer particulièrement malin et invasif qui ne possède pas de solution thérapeutique. Dans le but de comprendre les mécanismes d'action des phosphinosucres et la stéréo-dépendance de leur activité biologique, la caractérisation des diastéréomères de phostines a été menée. Suite à cette détermination structurale, le développement de synthèses diastéréosélectives a permis d'obtenir un mélange fortement enrichi en diastéréomère le plus actif par une séquence réactionnelle qui a mis en jeu une réaction d'oxydation de phosphinosucres -hydroxylés en a-cétophosphinosucres, suivie d'une réduction diastéréosélective. Afin d'améliorer l'activité antiproliférative des phosphinosucres, une diversification chimique a été réalisée. Les variations du groupement aryle lié à l'atome de phosphore nous ont amené à développer une synthèse des aryl-hydrogénophosphinates qui a permis d'obtenir une large variété de ces composés. Par la suite, les aryl-hydrogénophosphinates obtenus ont été engagés dans la synthèse des phostines . De plus, des variations chimiques sur le carbone en position a de l'atome de phosphore ont été entreprises et ont permis l'élaboration de plusieurs composés (triflate, azido, amino, déoxy et triazolyles), puis finalement à l'analogue phosphinosucre du N-acétylglucosamine qui a présenté une importante activité anticancéreuse in vitro.Phosphinosugars also called phostines are new cyclic phosphinates, analogs of carbohydrates and C-aryglycosides, with phosphorus atom mimicking the anomeric carbon. Biological screening tests of these compounds revealed an anticancer activity against glioblastoma multiform, a highly invasive and malignant tumor without curative therapy.With the aim of understanding the phosphinosugars mode of action and their stereo-dependent biological activity, characterization of four phosphinosugars diastereomers formed during the chemical process has been performed. After their structural determination, diastereoselective synthesis enabled us to obtain an enriched mixture of the most active diastereomer based on an oxidation of -hydroxyled phosphinosugars in corresponding -keto phosphinosugars followed by a diastereoselective reduction. Thereafter, antiproliferative activity of phoshinosugars was performed by chemical diversification. Modification of the aryl group linked to phosphorus atom led us to develop aryl-hydrogenophosphinate synthesis to create a broad variety of these structures. Then, the expected aryl-hydrogenophosphinates were used for phostines preparation. Furthermore, chemical modifications on the carbon in a position of phosphorus atom were led and furnished several new compounds (triflate, azido, amino, deoxy and triazolyl), as well as the phosphinosugar analog of N-acetylglucosamine which presented in vitro a high anticancer activity.MONTPELLIER-Ecole Nat.Chimie (341722204) / SudocSudocFranceF

Revisited Synthesis of Aryl-H-phosphinates

International audienceA systematic study of the reaction conditions for the preparation of pure aryl-H-phosphinate esters, originally developed by Sander and optimized by Petneházy, is reported. The influence of the reaction concentration has been investigated for the formation of phosphonite intermediates via direct addition of triethyl phosphite to the appropriate Grignard reagent. Subsequent hydrolysis of the phosphonites under acidic conditions gives various aryl-Hphosphinates in high yields and purities

Dramatic effect of modified boranes in diastereoselective reduction of chiral cyclic a-ketophosphinates

International audiencePhostines have been recently described as compounds having antiproliferative properties. Original synthesis of this new class of phosphinic analogs of pyranoses led to a mixture of four diastereomers 3-6 with unequal bioactivities. The most active compound 4 was originally obtained from a mixture of these four diastereomers by selective precipitation, giving firstly two diastereomers 3 and 4, epimers at the carbon atom. From the latter mixture 3 and 4, oxidation with Dess-Martin reagent afforded corresponding a-ketophosphinate 7, which by diastereoselective reduction using a chiral agent based on sodium borohydride and L-proline, gave preferentially the active diastereomer 4. In addition, use of a multivalent cation also increased the diastereoselectivity favourably

Oxaphosphinanes: New Therapeutic Perspectives for Glioblastoma

International audienceThis paper reports the design and the synthesis of a new family of compounds, the phostines, belonging to the [1,2]oxaphosphinane family. Twenty-six compounds have been screened for their antiproliferative activity against a large panel of NCI cancer cell lines. Because of its easy synthesis and low EC50 value (500 nM against the C6 rat glioma cell line), compound 3.1a was selected for further biological study. Moreover, the specific biological effect of 3.1a on the glioblastoma phylogenetic cluster from the NCI is dependent on its stereochemistry. Within that cluster, 3.1a has a higher antiproliferative activity than Temozolomide and is more potent than paclitaxel for the SF295 and SNB75 cell lines. In constrast with paclitaxel and vincristine, 3.1a is devoid of astrocyte toxicity. The original activity spectrum of 3.1a on the NCI cancer cell line panel allows the development of this family for use in association with existing drugs, opening new therapeutic perspectives

Influence of Surface Groups on Poly(propylene imine) Dendrimers Antiprion Activity

Prion diseases are characterized by the accumulation of PrP^Sc, an aberrantly folded isoform of the host protein PrP^C. Specific forms of synthetic molecules known as dendrimers are able to eliminate protease-resistant PrP^Sc in both an intracellular and in vitro setting. The properties of a dendrimer which govern this ability are unknown. We addressed the issue by comparing the in vitro antiprion ability of numerous modified poly­(propylene-imine) dendrimers, which varied in size, structure, charge, and surface group composition. Several of the modified dendrimers, including an anionic glycodendrimer, reduced the level of protease resistant PrP^Sc in a prion strain-dependent manner. This led to the formulation of a new working model for dendrimer/prion interactions which proposes dendrimers eliminate PrP^Sc by destabilizing the protein and rendering it susceptible to proteolysis. This ability is not dependent on any particular charge of dendrimer, but does require a high density of reactive surface groups