999 resultados para Stochastic identification
Resumo:
An important aspect of immune monitoring for vaccine development, clinical trials, and research is the detection, measurement, and comparison of antigen-specific T-cells from subject samples under different conditions. Antigen-specific T-cells compose a very small fraction of total T-cells. Developments in cytometry technology over the past five years have enabled the measurement of single-cells in a multivariate and high-throughput manner. This growth in both dimensionality and quantity of data continues to pose a challenge for effective identification and visualization of rare cell subsets, such as antigen-specific T-cells. Dimension reduction and feature extraction play pivotal role in both identifying and visualizing cell populations of interest in large, multi-dimensional cytometry datasets. However, the automated identification and visualization of rare, high-dimensional cell subsets remains challenging. Here we demonstrate how a systematic and integrated approach combining targeted feature extraction with dimension reduction can be used to identify and visualize biological differences in rare, antigen-specific cell populations. By using OpenCyto to perform semi-automated gating and features extraction of flow cytometry data, followed by dimensionality reduction with t-SNE we are able to identify polyfunctional subpopulations of antigen-specific T-cells and visualize treatment-specific differences between them.
Resumo:
Syndrome de stress scolaire chronique, le bumout de l'élève ou bumout scolaire suscite un intérêt grandissant mais ses déterminants sont encore peu connus. De plus, ce phénomène est rarement étudié chez les adolescents francophones et aucune recherche n'a encore été menée en Suisse. Par conséquent, au travers de ce travail de thèse, nous proposons d'étendre la recherche sur le bumout scolaire aux adolescents de Suisse francophone et d'apporter des précisions sur ses facteurs de risque ou de protection. Pour ce faire, nous avons mené deux recherches empiriques impliquant 861 adolescents âgés de 14 à 18 ans et scolarisés en Suisse francophone. Ces adolescents ont répondu à une série d'échelles évaluant notamment le burnout scolaire, le stress scolaire, le soutien social, la consommation de substances et le parcours scolaire. Les résultats montrent tout d'abord que l'inventaire de Burnout Scolaire, version française du School Burnout lnventory, est un outil fiable et valide. Ensuite, il apparaît que le burnout scolaire touche jusqu'à 24% des adolescents de Suisse francophone et que ce dernier se caractérise par une perte d'intérêt pour l'école, une grande remise en question du sens du travail scolaire ainsi qu'un sentiment élevé d'insuffisance à l'école. Il apparaît également que le stress scolaire lié au succès et à l'avenir scolaire augmente le risque de bumout alors que le soutien des parents et des enseignants le diminue. Par ailleurs, nous mettons en évidence que l'effet du soutien social sur le burnout scolaire est médiatisé par le stress scolaire, ce qui souligne d'autant plus le rôle protecteur du soutien social. Nos résultats montrent également que les niveaux de bumout scolaire varient en fonction, d'une part de certaines caractéristiques du contexte scolaire et d'autre part en fonction de la sévérité de la consommation de substances des adolescents. Enfin, les connaissances accumulées dans ce travail et leur mise en perspective dans un modèle d'intervention précoce permettent d'insister sur le rôle de l'école et des professionnels de l'école dans la prévention du burnout scolaire. -- Syndrome of chronic school stress, pupil 's bumout or school bumout is of growing interest. However, little is known about its determinants. Moreover, this phenomenon is rarely studied in French speaking adolescents and no research has yet been conducted in Switzerland. Therefore, through this thesis, we propose to extend the research on school bumout to Swiss French speaking adolescents and to clarify its risk and protective factors. To achieve this, we conducted two empirical research involving 861 adolescents aged 14 to 18 and enrolled in the French part of Switzerland. These adolescents were asked to answer a questionnaire about school bumout, academic stress, social support, substance use and schooling. Results first show, that the French version of the School Bumout Inventory is a reliable and valid tool. lt then appears that school bumout affects up to 24% of adolescents in the French speaking part of Switzerland and that this phenomenon is characterized by a loss of interest in school, a great challenge to the sense of school work and a high sense of insufissance school. lt also appears that stress related to school success and academic future increases the risk of bumout while parents and teachers support decreases it. Moreover, we highlight that the effect of social support on school bumout is mediated by school stress, which further underscores the protective role of social support. Our results also show that school bumout levels vary depending on characteristics of the school context and on the severity of substance use of adolecents. Finally, the knowledge accumulated in this work and putting it onto perspective within early intervention model enable to insist on the role of school and school professionals in the prevention of school bumout
Resumo:
Background Chronic obstructive pulmonary disease (COPD) is increasingly considered a heterogeneous condition. It was hypothesised that COPD, as currently defined, includes different clinically relevant subtypes. Methods To identify and validate COPD subtypes, 342 subjects hospitalised for the first time because of a COPD exacerbation were recruited. Three months after discharge, when clinically stable, symptoms and quality of life, lung function, exercise capacity, nutritional status, biomarkers of systemic and bronchial inflammation, sputum microbiology, CT of the thorax and echocardiography were assessed. COPD groups were identified by partitioning cluster analysis and validated prospectively against cause-specific hospitalisations and all-cause mortality during a 4 year follow-up. Results Three COPD groups were identified: group 1 (n ¼ 126, 67 years) was characterised by severe airflow limitation (postbronchodilator forced expiratory volume in 1 s (FEV 1 ) 38% predicted) and worse performance in most of the respiratory domains of the disease; group 2 (n ¼ 125, 69 years) showed milder airflow limitation (FEV 1 63% predicted); and group 3 (n ¼ 91, 67 years) combined a similarly milder airflow limitation (FEV 1 58% predicted) with a high proportion of obesity, cardiovascular disorders, iabetes and systemic inflammation. During follow-up, group 1 had more frequent hospitalisations due to COPD (HR 3.28, p < 0.001) and higher all-cause mortality (HR 2.36, p ¼ 0.018) than the other two groups, whereas group 3 had more admissions due to cardiovascular disease (HR 2.87, p ¼ 0.014). Conclusions In patients with COPD recruited at their first hospitalisation, three different COPD subtypes were identified and prospectively validated:"severe respiratory COPD","moderate respiratory COPD", and"systemic COPD'
Resumo:
Here we adopt a novel strategy to investigate phonological assembly. Participants performed a visual lexical decision task in English in which the letters in words and letterstrings were delivered either sequentially (promoting phonological assembly) or simultaneously (not promoting phonological assembly). A region of interest analysis confirmed that regions previously associated with phonological assembly, in studies contrasting different word types (e.g. words versus pseudowords), were also identified using our novel task that controls for a number of confounding variables. Specifically, the left pars opercularis, the superior part of the ventral precentral gyrus and the supramarginal gyrus were all recruited more during sequential delivery than simultaneous delivery, even when various psycholinguistic characteristics of the stimuli were controlled. This suggests that sequential delivery of orthographic stimuli is a useful tool to explore how readers, with various levels of proficiency, use sublexical phonological processing during visual word recognition.