Federated Learning: The Pioneering Distributed Machine Learning and Privacy-Preserving Data Technology

Federated learning (pioneered by Google) is a new class of machine learning models trained on distributed data sets, and equally important, a key privacy-preserving data technology. The contribution of this article is to place it in perspective to other data science technologies

Evidence for a Fourteenth mtDNA-Encoded Protein in the Female-Transmitted mtDNA of Marine Mussels (Bivalvia: Mytilidae)

BACKGROUND: A novel feature for animal mitochondrial genomes has been recently established: i.e., the presence of additional, lineage-specific, mtDNA-encoded proteins with functional significance. This feature has been observed in freshwater mussels with doubly uniparental inheritance of mtDNA (DUI). The latter unique system of mtDNA transmission, which also exists in some marine mussels and marine clams, is characterized by one mt genome inherited from the female parent (F mtDNA) and one mt genome inherited from the male parent (M mtDNA). In freshwater mussels, the novel mtDNA-encoded proteins have been shown to be mt genome-specific (i.e., one novel protein for F genomes and one novel protein for M genomes). It has been hypothesized that these novel, F- and M-specific, mtDNA-encoded proteins (and/or other F- and/or M-specific mtDNA sequences) could be responsible for the different modes of mtDNA transmission in bivalves but this remains to be demonstrated. METHODOLOGY/PRINCIPAL FINDINGS: We investigated all complete (or nearly complete) female- and male-transmitted marine mussel mtDNAs previously sequenced for the presence of ORFs that could have functional importance in these bivalves. Our results confirm the presence of a novel F genome-specific mt ORF, of significant length (>100aa) and located in the control region, that most likely has functional significance in marine mussels. The identification of this ORF in five Mytilus species suggests that it has been maintained in the mytilid lineage (subfamily Mytilinae) for ∼13 million years. Furthermore, this ORF likely has a homologue in the F mt genome of Musculista senhousia, a DUI-containing mytilid species in the subfamily Crenellinae. We present evidence supporting the functionality of this F-specific ORF at the transcriptional, amino acid and nucleotide levels. CONCLUSIONS/SIGNIFICANCE: Our results offer support for the hypothesis that "novel F genome-specific mitochondrial genes" are involved in key biological functions in bivalve species with DUI

Effects of self-paced interval and continuous training on health markers in women

This is the final version of the article. Available from Springer Verlag via the DOI in this record.PURPOSE: To compare the effects of self-paced high-intensity interval and continuous cycle training on health markers in premenopausal women. METHODS: Forty-five inactive females were randomised to a high-intensity interval training (HIIT; n = 15), continuous training (CT; n = 15) or an inactive control (CON; n = 15) group. HIIT performed 5 × 5 min sets comprising repetitions of 30-s low-, 20-s moderate- and 10-s high-intensity cycling with 2 min rest between sets. CT completed 50 min of continuous cycling. Training was completed self-paced, 3 times weekly for 12 weeks. RESULTS: Peak oxygen uptake (16 ± 8 and 21 ± 12%), resting heart rate (HR) (-5 ± 9 and -4 ± 7 bpm) and visual and verbal learning improved following HIIT and CT compared to CON (P  0.05). No outcome variable changed in the CON group (P > 0.05). CONCLUSIONS: Twelve weeks of self-paced HIIT and CT were similarly effective at improving cardiorespiratory fitness, resting HR and cognitive function in inactive premenopausal women, whereas blood pressure, submaximal HR, well-being and body mass adaptations were training-type-specific. Both training methods improved established health markers, but the adaptations to HIIT were evoked for a lower time commitment.The study was supported by FIFA-Medical Assessment and Research Centre (F-MARC)

The role of plasticity-related functional reorganization in the explanation of central dyslexias

The genetic constitution of mussels (<i>Mytilus</i> spp.) was studied by means of three nuclear (Me 15/16, EF-bis, ITS) and one mtDNA (ND2-COIII) marker on a large European scale. In addition to a sharp cline between Atlantic and Mediterranean <i>M. galloprovincialis</i>, we observed a clear genetic distinction between the Black Sea and Mediterranean populations and a higher incidence of <i>M. trossulus</i> than reported so far in northern European populations. The frequency of <i>M. galloprovincialis</i> nuclear alleles was high along the Iberian Peninsula and decreased abruptly along the French coasts with a high frequency of <i>M. edulis</i> alleles in the Bay of Biscay, The Netherlands, Germany, Iceland, Barents and White Seas, and with little evidence of introgression between the two taxa. <i>M. trossulus</i> alleles were observed in the Baltic Sea and Danish Straits as expected. In addition, occurrence of <i>M. trossulus</i> alleles in cold waters of Iceland, Barents Sea and White Sea is reported for the first time

Experimental infection of juvenile domestic and Canada geese with two different clades of H5N1 high pathogenicity avian influenza virus.

&lt;p&gt;Eighteen-day-old domestic geese (Anser anser f. domestica) and 3-week-old Canada geese (Branta canadensis) were experimentally infected with 10(6) EID50/bird of H5N1 high pathogenicity avian influenza (HPAI) virus isolates belonging to clades 1 and 2.2. Clinical signs were observed in all of the groups and included listlessness, inappetence, marked incoordination, torticollis, paralysis and lethargy. Mortality reached 100% (Canada geese) and 40-50% (domestic geese). During necropsy, congestion and hemorrhagic lesions were most often observed. Histopathological lesions were located in multiple organs and included inflammatory and hemorrhagic changes and, in later stages, occurrences of necrosis. All of the tested organ samples collected between 3 and 8 days PI were found positive in rRT-PCR, but the highest concentration of RNA was found in the brain. The observed delayed onset of mortality and prolonged duration of the disease in young domestic geese may be related to numerous host and virus factors.&lt;/p&gt;</p

Avian influenza viruses in wild birds at the Jeziorsko reservoir in Poland in 2008-2010

During a 3-year surveillance study for avian influenza virus (AIV) infections at the Jeziorsko reservoir in central Poland, 549 oropharyngeal or cloacal swabs from 366 birds of 14 species belonging to 3 orders (Anseriformes, Charadriiformes and Gruiformes) were tested. AIV was detected in 14 birds (3.8%): Common Teals (12x), Mallard (1x) and Garganey (1x). Three potentially dangerous H5 AIV were detected in Common Teals (2x) and Garganey (1x) but all of them revealed a low pathogenic pathotype. A unique cleavage site amino acid motif PQREIR*GLF was found in one H5 isolate from a Garganey

Susceptibility of pigeons to clade 1 and 2.2 high pathogenicity avian influenza H5N1 virus.

&lt;p&gt;To assess the susceptibility of pigeons (Columba livia) to infection with H5N1 high pathogenicity avian influenza virus (HPAIV), four groups of 1-yr-old and 4-wk-old racing pigeons (10 birds in each group) were inoculated oculonasally with 106 50% egg infectious dose (EID50) of A/crested eagle/Belgium/01/2004 (clade 1) or A/swan/Poland/305-135V08/2006 (clade 2.2). Contact specific-pathogen-free (SPF) chickens were kept in the same isolators as young pigeons (two chickens per group). At 3, 5, 7, 10, and 14 days postinfection (PI) two pigeons from each infected group were selected randomly, and oropharyngeal and cloacal swabs (pigeons and contact chickens) as well as a number of internal organs (pigeons) were collected for viral RNA detection in real-time reverse transcription PCR (RRT-PCR) and histopathology. At the end of the experiment (14 days PI) blood samples from two pigeons in each group and from contact SPF chickens were also collected, and sera were tested using hemagglutination inhibition (HI) test and blocking enzyme-linked immunosorbent assay (bELISA). During the observation period all pigeons remained clinically healthy, and no gross lesions were observed in any of the infected groups. SPF contact chickens were also healthy and negative in RRT-PCR and HI tests. However, the clade 1 H5N1 virus produced more sustained infection manifested by the presence of histopathologic changes (consisting mainly of mild to moderate hemorrhagic and inflammatory lesions), prolonged persistence of viral RNA (detectable between 3 and 10 days PI) in a variety of tissues of both adult and juvenile birds (with highest RNA load in lungs and brain) as well as slight viral shedding from the trachea and cloaca, but without transmission to SPF contact chickens. Additionally, two clade 1-infected adult pigeons sacrificed at the end of experiment showed seroconversion in bELISA and HI test (using homologous virus as antigen). The viral RNA was found only at day 3 PI in one adult pigeon inoculated with dade 2.2 H5N1 virus, but neither microscopic lesions nor seroconversion were found in any other tested birds inoculated with A/swan/Poland/305-135V08/2006. Our results support the observations that pigeons are resistant to H5N1 HPAIV (no deaths or clinical signs), but there may be clade-dependent differences in the pathogenic potentials of H5N1 HPAIV of Asian origin.&lt;/p&gt;</p