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A Tutorial on Federated Learning from Theory to Practice:Foundations,Software Frameworks,Exemplary Use Cases,and Selected Trends

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IEEE/CAA Journal of Automatica Sinica 2024年第4期11卷 824-850页

作者： m.victoria luzón nuria Rodríguez-Barroso Alberto Argente-Garrido Daniel Jiménez-López Jose m.moyano Javier Del Ser Weiping Ding Francisco Herrera Department of Software Engineering Andalusian Research Institute in Data Science and Computational Intelligence(DaSCI)University of GranadaGranada 18071Spain Department of Computer Science and Artificial Intelligence Andalusian Research Institute in Data Science and Computational Intelligence(DaSCI)University of GranadaGranada 18071Spain Department of Communications Engineering University of the Basque Country(UPV/EHU)and also with TECNALIABasque Research&Technology Alliance(BRTA)Spain School of Information Science and Technology Nantong UniversityNantong 226019China

When data privacy is imposed as a necessity,Federated learning(FL)emerges as a relevant artificial intelligence field for developing machine learning(mL)models in a distributed and decentralized *** allows mL models to be trained on local devices without any need for centralized data transfer,thereby reducing both the exposure of sensitive data and the possibility of data interception by malicious third *** paradigm has gained momentum in the last few years,spurred by the plethora of real-world applications that have leveraged its ability to improve the efficiency of distributed learning and to accommodate numerous participants with their data *** virtue of FL,models can be learned from all such distributed data sources while preserving data *** aim of this paper is to provide a practical tutorial on FL,including a short methodology and a systematic analysis of existing software ***,our tutorial provides exemplary cases of study from three complementary perspectives:i)Foundations of FL,describing the main components of FL,from key elements to FL categories;ii)Implementation guidelines and exemplary cases of study,by systematically examining the functionalities provided by existing software frameworks for FL deployment,devising a methodology to design a FL scenario,and providing exemplary cases of study with source code for different mL approaches;and iii)Trends,shortly reviewing a non-exhaustive list of research directions that are under active investigation in the current FL *** ultimate purpose of this work is to establish itself as a referential work for researchers,developers,and data scientists willing to explore the capabilities of FL in practical applications.

关键词： Data privacy distributed machine learning federated learning software frameworks

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Plant geranylgeranyl diphosphate synthases: every (gene) family has a story

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aBIOTECH 2021年第3期2卷 289-298页

作者： m.victoria Barja manuel Rodriguez-Concepcion Centre for Research in Agricultural Genomics(CRAG)CSIC-IRTA-UAB-UB Campus UAB Bellaterra08193 Barce-lonaSpain Institute for Plant molecular and Cell Biology(BmCP) CSIC-Universitat Politecnica de Valencia46022 ValenciaSpain

Plant isoprenoids(also known as terpenes or terpenoids)are a wide family of primary and secondary metabolites with multiple *** particular,most photosynthesis-related isoprenoids(including carotenoids and chlorophylls)as well as diterpenes and polyterpenes derive from geranylgeranyl diphosphate(GGPP)produced by GGPP synthase(GGPPS)enzymes in several cell *** genomes typically harbor multiple copies of differentially expressed genes encoding GGPPS-like *** sequence comparisons allow to identify potential GGPPS candidates,experimental evidence is required to ascertain their enzymatic activity and biologi cal ***,functional analyses of the full set of potential GGPPS paralogs are only available for a handful of plant *** we review our current knowledge on the GGPPS families of the model plant Arabidopsis thaliana and the crop species rice(0ryza sativa),pepper(Capsicum annuum)and tomato(Solanum lycopersicum).The results indicate that a major determinant of the biological role of particular GGPPS paralogs is the expression profile of the corresponding genes even though specific interactions with other proteins(including GGPP-consuming enzymes)might also contribute to *** some species,however,a single GGPPS isoforms appears to be responsible for the production of most if not all GGPP required for cell *** the mechanisms regulating GGPPS activity in particular cell compartments,tissues,organs and plant species will be very useful for future metabolic engineering approaches aimed to manipulate the accumulation of particular GGPP-derived products of interest without negatively impacting the levels of other isoprenoids required to sustain essential cell functions.

关键词： Geranylgeranyl diphosphate GGPP GGPP synthase Isoprenoid Isoprenyl transferase

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molecular mechanisms implicated in SARS-CoV-2 liver tropism

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World Journal of Gastroenterology 2022年第48期28卷 6875-6887页

作者： Jorge Quarleri m.victoria Delpino Institute for Biomedical Research on Retroviruses and AIDS Faculty of Medical SciencesNational Scientific and Technical Research Council-University of Buenos AiresBuenos Aires 1121Argentina

The coronavirus disease 2019(COVID-19)pandemic is caused by severe acute respiratory syndrome coronavirus 2(SARS-CoV-2).Hepatic involvement is common in SARS-CoV-2-infected *** is currently accepted that the direct and indirect hepatic effects of SARS-CoV-2 infection play a significant role in *** individuals with pre-existing infectious and non-infectious liver disease,who are at a remarkably higher risk of developing severe COVID-19 and death,this pathology is most medically *** review emphasizes the current pathways regarded as contributing to the gastrointestinal and hepatic ailments linked to COVID-19-infected patients due to an imbalanced interaction among the liver,systemic inflammation,disrupted coagulation,and the lung.

关键词： SARS-CoV-2 Viral hepatitis non-infectious liver disease Hyperinflammation Coronavirus disease 2019

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Targeting harmful effects of non-excitatory amino acids as an alternative therapeutic strategy to reduce ischemic damage

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neural Regeneration Research 2025年第9期20卷 2454-2463页

作者： victoria Jiménez Carretero IrisÁlvarez-merz Jorge Hernández-Campano Sergei A.Kirov Jesús m.Hernández-Guijo Department of Pharmacology and Therapeutic School of MedicineUniv.Autónoma de MadridMadridSpain Ramón y Cajal Institute for Health Research(IRYCIS) Neurobiology-Research ServiceHospital Ramón y CajalMadridSpain Institute of neurobiology Faculty of Mathematics and Natural SciencesHeinrich Heine University DüsseldorfDüsseldorfGermany Department of neuroscience and Regenerative medicine&Department of neurosurgery Medical College of Georgia at Augusta UniversityAugustaGAUSA

The involvement of the excitatory amino acids glutamate and aspartate in ce rebral ischemia and excitotoxicity is ***,the role of non-excitatory amino acids in brain damage following a stroke or brain trauma remains largely *** release of amino acids by necrotic cells in the ischemic core may contribute to the expansion of the *** findings indicated that the reversible loss of field excitato ry postsynaptic potentials caused by transient hypoxia became irreversible when exposed to a mixture of just four non-excitatory amino acids(L-alanine,glycine,L-glutamine,and L-serine)at their plasma *** amino acids induce swelling in the somas of neurons and astrocytes during hypoxia,along with permanent dendritic damage mediated by n-methyl-D-aspartate *** n-methyl-D-aspartate receptors prevented neuronal damage in the presence of these amino acids during *** is likely that astroglial swelling caused by the accumulation of these amino acids via the alanine-serine-cysteine transporter 2 exchanger and system n transporters activates volume-regulated anion channels,leading to the release of excitotoxins and subsequent neuronal damage through n-methyl-D-aspartate receptor ***,previously unrecognized mechanisms involving non-excitatory amino acids may contribute to the progression and expansion of brain injury in neurological emergencies such as stroke and traumatic brain *** these pathways co uld highlight new therapeutic targets to mitigate brain injury.

关键词： cell swelling n-methyl-D-aspartate receptor non-excitatory amino acids stroke synaptic transmission

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Pathogenesis and clinical management of arboviral diseases

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World Journal of Virology 2025年第1期14卷 9-50页

作者： victoria Cenci Dietrich Juan marcos Caram Costa marina maria Gomes Leite Oliveira Carlos Eduardo Oliveira Aguiar Luis Guilherme de Oliveira Silva marcel Silva luz Fabian Fellipe Bueno Lemos Fabrício Freire de melo Instituto multidisciplinar em Saúde Universidade Federal da BahiaVitória da Conquista 45029-094BahiaBrazil

Arboviral diseases are viral infections transmitted to humans through the bites of arthropods,such as mosquitoes,often causing a variety of pathologies associated with high levels of morbidity and *** the past decades,these infections have proven to be a significant challenge to health systems worldwide,particularly following the considerable geographic expansion of the dengue virus(DEnV)and its most recent outbreak in Latin America as well as the difficult-tocontrol outbreaks of yellow fever virus(YFV),chikungunya virus(CHIKV),and Zika virus(ZIKV),leaving behind a substantial portion of the population with complications related to these ***,the world is experiencing a period of intense globalization,which,combined with global warming,directly contributes to wider dissemination of arbovirus vectors across the ***,all continents remain on high alert for potential new ***,this review aims to provide a comprehensive understanding of the pathogenesis of the four main arboviruses today(DEnV,ZIKV,YFV,and CHIKV)discussing their viral characteristics,immune responses,and mechanisms of viral evasion,as well as important clinical aspects for patient *** includes associated symptoms,laboratory tests,treatments,existing or developing vaccines and the main associated complications,thus integrating a broad historical,scientific and clinical approach.

关键词： Arboviruses Arbovirus infections Dengue Zika virus Yellow fever Chikungunya virus Clinical diagnosis Pathogenesis Flavivirus Togaviridae infections

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milk selenium content and speciation in response to supranutritional selenium yeast supplementation in cows

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Animal nutrition 2021年第4期7卷 1087-1094页

作者： Lingling Sun Gentao Liu Dongmei Xu Zhaohai Wu Lu ma Sanz-Fernandez m.victoria Lance H.Baumgard Dengpan Bu State Key Laboratory of Animal nutrition Institute of Animal Sciences of Chinese Academy of Agricultural SciencesBeijing 100193China Comparative Physiology Group Subdireccion General de Investigacion y Tecnologia(SGIT)Instituto Nacional de Investigacion y Tecnologia Agraria y Alimentaria(INIA)Madrid 28040Spain Department of Animal Science Iowa State UniversityAmes 50014USA CAAS-ICRAF Joint Lab on Agroforestry and Sustainable Animal Husbandry Beijing 100193China Hunan Co-Innovation Center of Animal Production Safety CICAPSChangshaHunan 410128China

The effects of selenium(Se)yeast supplementation on performance,blood biochemical and antioxidant parameters,and milk Se content and speciation were ***-six mid-lactation Holstein dairy cows were randomly assigned to 1 of 3 treatments:1)control(basal diet containing Se at 0.11 mg/kg Dm),2)basal diet+0.5 mg supplemental Se/kg Dm(SY-0.5),and 3)basal diet+5 mg supplemental Se/kg Dm(SY-5).Selenium was supplemented as Se *** trial consisted of a 1-week pretrial period and an 8-week experimental *** somatic cell score decreased with SY-5 supplementation(Pmance parameters were not affected(P>0.05).The serum Se concentration increased with the increasing levels of Se yeast supplementation(Pmical parameters showed few treatment *** antioxidant capacity of dairy cows was improved with Se yeast supplementation reflected in increased serum glutathione peroxidase activity(Pnd total antioxidant capacity(P=0.08),and decreased malondialdehyde concentration(Pmilk total Se concentration increased with Se dose(Pnomethionine concentration increased with Se dose from 13.0±0.7 pg/kg in control to 33.1±2.1 pg/kg in SY-0.5 and 530.4±17.5 pg/kg in SY-5 cows(Pmilarly,selenocystine concentration increased from 15.6±0.9μg/kg in control and 18.9±1.1 pg/kg in SY-0.5 to 22.2±1.5 pg/kg in SY-5 cows(Pn conclusion,Se yeast is a good organic Se source to produce Se-enriched cow milk with increased Se species including selenomethionine and *** results can provide useful information on milk Se species when a high dose Se yeast was supplemented in the cow diet.

关键词： Dairy cow Selenium yeast Selenium speciation milk performance

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Interpolation of Ideal measures by Abstract K and J Spaces

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Acta mathematica Sinica,English Series 2007年第8期23卷 1357-1374页

作者： luz m.FERnnDEZ-CABRERA Antón mARTínEZ Sección Departamental de matemática Aplicada Escuela de EstadísticaUniversidad Complutense de Madrid28040 MadridSpain Departamento de matemática Aplicada I E.T.S.Ingenieros IndustrialesUniversidad de Vigo36200

We work with the abstract K and J interpolation method generated by a sequence lattice Г. We investigate the deviation of an interpolated operator from a given operator ideal by establishing formulae for the ideal measure of the interpolated operator in terms of the ideal measures of restrictions of the operator. Formulae are given in terms of the norms of the shift operators on Г.

关键词： real interpolation ideal measures operator ideals shift operators

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Pyonephrosis as a sign of sarcomatoid carcinoma of the renal pelvis

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World Journal of Clinical Cases 2014年第6期2卷 215-218页

作者： Sergio Fernández-Pello victoria Venta Iván González Rodrigo Gil Carmen luz menéndez Department of Urology Cabuenes Hospital33394 GijonSpain Department of Pathology Cabuenes Hospital33394 GijonSpain

We report the case of an urgent nephrectomy because of a pyonephrosis and sepsis due to an unsuspected sarcomatoid transitional cell carcinoma, an infrequent subtype with a bad oncological prognosis. We present a 58-year-old man assessed by internal medicine for a general syndrome and weakness many months previously. A pyonephrotic kidney was observed at abdominal computed tomography in the context of septic shock, without suspecting the underlying cause. The pathology report described a sarcomatoid transitional cell carcinoma. Sarcomatoid transitional cell carcinoma is an invasive and infrequent subtype of urothelial tumors. The symptoms are often the same as other renal masses; however, in this case, sepsis and pyonephrosis were the rare initial symptoms.

关键词： Urothelial carcinoma Renal pelvis Sarcomatoid

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Effect of dietary fibre on the gastrointestinal microbiota during critical illness:A scoping review

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World Journal of Critical Care medicine 2025年第1期14卷 49-59页

作者： Angajendra n Ghosh Calum J Walsh matthew J maiden Tim P Stinear Adam m Deane Department of Intensive Care The Northern HospitalEpping 3076VictoriaAustralia Department of microbiology and Immunology The Peter Doherty Institute for Infection and ImmunityMelbourne 3052VictoriaAustralia Department of Intensive Care The Royal Melbourne HospitalThe University of MelbourneParkville 3050VictoriaAustralia Department of Intensive Care medicine The Royal Melbourne HospitalParkville 3050VictoriaAustralia

The systemic effects of gastrointestinal(GI)microbiota in health and during chronic diseases is increasingly *** strategies to modulate the GI microbiota during chronic diseases have demonstrated *** changes in dietary intake can rapidly change the GI microbiota,the impact of dietary changes during acute critical illness on the microbiota remain *** fibre is metabolised by carbohydrate-active enzymes and,in health,can alter GI *** aim of this scoping review was to describe the effects of dietary fibre supplementation in health and disease states,specifically during critical *** controlled trials and prospective cohort studies that include adults(>18 years age)and reported changes to GI microbiota as one of the study outcomes using non-culture methods,were *** show dietary fibres have an impact on faecal microbiota in health and *** fibre,inulin,has a marked and specific effect on increasing the abundance of faecal *** chain fatty acids produced by Bifidobacteria have been shown to be beneficial in other patient *** few trials have evaluated the effect of dietary fibre on the GI microbiota during critical *** research is necessary to establish optimal fibre type,doses,duration of intervention in critical illness.

关键词： Gastrointestinal microbiota Dietary fibre Health Critical illness Short chain fatty acids

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neoadjuvant treatment of esophageal cancer

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World Journal of Gastroenterology 2010年第30期16卷 3793-3803页

作者： nicholas P Campbell victoria m Villaflor Section of Hematology/Oncology Department of MedicineThe University of Chicago Pritzker School of MedicineChicagoIL 60637United States

The management of esophageal cancer has been evolving over the past 30 years. In the United States, multimodality treatment combining chemotherapy and radiotherapy (RT) prior to surgical resection has come to be accepted by many as the standard of care, although debate about its overall effect on survival still exists, and rightfully so. Despite recent improvements in detection and treatment, the overall survival of patients with esophageal cancer remains lower than most solid tumors, which highlights why further advances are so desperately needed. The aim of this article is to provide a complete review of the history of esophageal cancer treatment with the addition of chemotherapy, RT, and more recently, targeted agents to the surgical management of resectable disease.

关键词： Esophageal cancer multimodality therapy neoadjuvant therapy Chemotherapy Radiotherapy Targeted agents Disease management

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