62 resultados para Multilevel Systems Model
em Universit
Resumo:
Early detection of osteoarthritis (OA) remains a critical yet unsolved multifaceted problem. To address the multifaceted nature of OA a systems model was developed to consolidate a number of observations on the biological, mechanical and structural components of OA and identify features common to the primary risk factors for OA (aging, obesity and joint trauma) that are present prior to the development of clinical OA. This analysis supports a unified view of the pathogenesis of OA such that the risk for developing OA emerges when one of the components of the disease (e.g., mechanical) becomes abnormal, and it is the interaction with the other components (e.g., biological and/or structural) that influences the ultimate convergence to cartilage breakdown and progression to clinical OA. The model, applied in a stimulus-response format, demonstrated that a mechanical stimulus at baseline can enhance the sensitivity of a biomarker to predict cartilage thinning in a 5 year follow-up in patients with knee OA. The systems approach provides new insight into the pathogenesis of the disease and offers the basis for developing multidisciplinary studies to address early detection and treatment at a stage in the disease where disease modification has the greatest potential for a successful outcome.
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The dynamical analysis of large biological regulatory networks requires the development of scalable methods for mathematical modeling. Following the approach initially introduced by Thomas, we formalize the interactions between the components of a network in terms of discrete variables, functions, and parameters. Model simulations result in directed graphs, called state transition graphs. We are particularly interested in reachability properties and asymptotic behaviors, which correspond to terminal strongly connected components (or "attractors") in the state transition graph. A well-known problem is the exponential increase of the size of state transition graphs with the number of network components, in particular when using the biologically realistic asynchronous updating assumption. To address this problem, we have developed several complementary methods enabling the analysis of the behavior of large and complex logical models: (i) the definition of transition priority classes to simplify the dynamics; (ii) a model reduction method preserving essential dynamical properties, (iii) a novel algorithm to compact state transition graphs and directly generate compressed representations, emphasizing relevant transient and asymptotic dynamical properties. The power of an approach combining these different methods is demonstrated by applying them to a recent multilevel logical model for the network controlling CD4+ T helper cell response to antigen presentation and to a dozen cytokines. This model accounts for the differentiation of canonical Th1 and Th2 lymphocytes, as well as of inflammatory Th17 and regulatory T cells, along with many hybrid subtypes. All these methods have been implemented into the software GINsim, which enables the definition, the analysis, and the simulation of logical regulatory graphs.
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PURPOSE: Experimental evidence suggests that lactate is neuroprotective after acute brain injury; however, data in humans are lacking. We examined whether exogenous lactate supplementation improves cerebral energy metabolism in humans with traumatic brain injury (TBI). METHODS: We prospectively studied 15 consecutive patients with severe TBI monitored with cerebral microdialysis (CMD), brain tissue PO2 (PbtO2), and intracranial pressure (ICP). Intervention consisted of a 3-h intravenous infusion of hypertonic sodium lactate (aiming to increase systemic lactate to ca. 5 mmol/L), administered in the early phase following TBI. We examined the effect of sodium lactate on neurochemistry (CMD lactate, pyruvate, glucose, and glutamate), PbtO2, and ICP. RESULTS: Treatment was started on average 33 ± 16 h after TBI. A mixed-effects multilevel regression model revealed that sodium lactate therapy was associated with a significant increase in CMD concentrations of lactate [coefficient 0.47 mmol/L, 95% confidence interval (CI) 0.31-0.63 mmol/L], pyruvate [13.1 (8.78-17.4) μmol/L], and glucose [0.1 (0.04-0.16) mmol/L; all p < 0.01]. A concomitant reduction of CMD glutamate [-0.95 (-1.94 to 0.06) mmol/L, p = 0.06] and ICP [-0.86 (-1.47 to -0.24) mmHg, p < 0.01] was also observed. CONCLUSIONS: Exogenous supplemental lactate can be utilized aerobically as a preferential energy substrate by the injured human brain, with sparing of cerebral glucose. Increased availability of cerebral extracellular pyruvate and glucose, coupled with a reduction of brain glutamate and ICP, suggests that hypertonic lactate therapy has beneficial cerebral metabolic and hemodynamic effects after TBI.
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In a recent paper, Traulsen and Nowak use a multilevel selection model to show that cooperation can be favored by group selection in finite populations [Traulsen A, Nowak M (2006) Proc Natl Acad Sci USA 103:10952-10955]. The authors challenge the view that kin selection may be an appropriate interpretation of their results and state that group selection is a distinctive process "that permeates evolutionary processes from the emergence of the first cells to eusociality and the economics of nations." In this paper, we start by addressing Traulsen and Nowak's challenge and demonstrate that all their results can be obtained by an application of kin selection theory. We then extend Traulsen and Nowak's model to life history conditions that have been previously studied. This allows us to highlight the differences and similarities between Traulsen and Nowak's model and typical kin selection models and also to broaden the scope of their results. Our retrospective analyses of Traulsen and Nowak's model illustrate that it is possible to convert group selection models to kin selection models without disturbing the mathematics describing the net effect of selection on cooperation.
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Les membres de la Génération Sandwich (GS) jouent un rôle pivot dans la société : tout en ayant un emploi, ils s'occupent de leurs enfants ou petits-enfants et offrent de l'aide à leurs parents ou beaux-parents (P/BP) fragilisés par leur vieillissement. Les charges de travail coexistantes générées par ces activités représentent pour leur santé un risque potentiel qui pourrait augmenter. Les connaissances sur la GS et sa santé perçue sont cependant insuffisantes pour que les infirmières de santé au travail développent des interventions préventives basées sur des preuves. La majorité des recherches existantes ont considéré la coexistence des charges comme a priori pathogénique. La plupart des études n'ont examiné l'association que d'une ou de deux de ces trois activités avec la santé. Très peu ont utilisé un cadre théorique infirmier. La présente thèse visait à développer les connaissances sur les membres de la GS et leur santé perçue. Aussi, nous avons adopté une des stratégies existantes pour développer des théories en science infirmière - donc pour développer des connaissances infirmières pour intervenir - décrites par Meleis (2012) : la stratégie « de la Théorie à la Recherche à la Théorie ». Premièrement, un cadre de référence infirmier salutogénique a été construit. Il s'est basé sur le modèle de soins Neuman Systems Model, des concepts issus de la théorie Déséquilibre entre Effort et Récompense de Siegrist et d'une recension intégrative des écrits. Il relie les charges de la GS avec la santé perçue et suggère l'existence de facteurs protégeant la santé. Deuxièmement, un dispositif de recherche descriptif corrélationnel exploratoire a été mis en place pour confronter les deux propositions relationnelles du cadre théorique au monde empirique. Des données ont été récoltées au moyen d'un questionnaire électronique rempli par 826 employés d'une administration publique (âge 45-65 ans). Après examen, 23.5% de l'échantillon appartenait à la GS. La probabilité d'appartenir à la GS augmentait avec l'avancement en âge des P/BP, la co-résidence et la présence d'un enfant dans le ménage ; cependant le sexe n'influençait pas cette probabilité. Les analyses n'ont révélé aucune relation entre la charge totale et la santé physique ou mentale des femmes. Néanmoins, il y avait une relation négative entre cette charge et la santé physique des hommes et une relation négative proche du seuil de significativité, sans toutefois l'atteindre, entre cette charge et leur santé mentale. La nature de ces deux dernières relations était principalement le fait de la charge de travail domestique et familiale. Cinq facteurs identifiés théoriquement ont effectivement protégé la santé de la GS de leurs charges coexistantes : l'absence de sur-engagement dans l'activité professionnelle et une grande latitude décisionnelle dans l'aide aux P/BP ont protégé la santé mentale des femmes ; une grande latitude décisionnelle dans l'activité domestique et familiale a protégé la santé mentale des hommes ; l'absence de sur-engagement dans l'aide aux P/BP et des relations de bonne qualité dans l'activité professionnelle ont protégé la santé physique des hommes. S'appuyant sur ces facteur protecteurs de la santé, cette thèse a proposé des pistes afin de développer des interventions pour la prévention primaire en santé au travail qui soient soucieuses de faire évoluer favorablement les inégalités de genre (gender-transformative). Elles ne concernent pas seulement les membres de la GS et les P/BP, mais aussi les employeurs. Troisièmement, comme les deux propositions relationnelles ont plutôt bien supporté la confrontation avec le monde empirique, cette thèse offre des suggestions pour poursuivre le développement de son cadre théorique et tendre vers la création d'une théorie de moyenne portée en science infirmière.
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Coexisting workloads from professional, household and family, and caregiving activities for frail parents expose middle-aged individuals, the so-called "Sandwich Generation", to potential health risks. Current trends suggest that this situation will continue or increase. Thus SG health promotion has become a nursing concern. Most existing research considers coexisting workloads a priori pathogenic. Most studies have examined the association of one, versus two, of these three activities with health. Few studies have used a nursing perspective. This article presents the development of a framework based on a nursing model. We integrated Siegrist's Effort-Reward Imbalance middle-range theory into "Neuman Systems Model". The latter was chosen for its salutogenic orientation, its attention to preventive nursing interventions and the opportunity it provides to simultaneously consider positive and negative perceptions of SG health and SG coexisting workloads. Finally, it facilitated a theoretical identification of health protective factors.
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RÉSUMÉ En combinant la perspective du parcours de vie à la théorie du stress et selon une approche psychosociale, cette thèse montre comment les expériences individuelles et collectives de victimisation ont marqué les parcours de vie, les croyances et le bien-être d'une cohorte de jeunes adultes ayant traversé les guerres en ex-Yougoslavie. Le premier article applique des analyses de courbes de croissance à classes latentes et dégage différentes trajectoires d'exclusion entre 1990 et 2006. L'analyse de ces trajectoires met en évidence les intersections entre vies individuelles, contexte et temps socio-historique et démontre que les expériences de guerre et les périodes d'exclusion socio-économique laissent des traces sur le bien-être à long terme. Les deuxième et troisième articles montrent que la croyance en un monde juste est ébranlée suite à des expériences de précarité socio-économique et de victimisation dues à la guerre au niveau individuel et contextuel. Un effet curvilinéaire et des interactions entre les niveaux indiquent que ces relations varient en fonction de l'intensité de la victimisation au niveau contextuel. Des effets de récence sont aussi relevés. Le quatrième article démontre que l'impact négatif de la victimisation sur le bien-être est en partie expliqué par un effritement de la croyance en un monde juste. De plus, si les individus qui croient davantage en un monde juste sont plus satisfaits de leur vie, la force de ce lien varie en fonction du niveau de victimisation dans certains contextes. Cette thèse présente un modèle multiniveaux dynamique dans lequel la croyance en un monde juste n'exerce plus le rôle de ressource personnelle stable mais s'érode face à la victimisation, entraînant ainsi un bien-être moindre. Ce travail souligne l'importance d'articuler les niveaux individuels et contextuels et de considérer la dimension temporelle pour expliquer les liens entre victimisation, croyance en un monde juste et bien-être. ABSTRACT By combining a life course perspective to stress theory and according to a psychosocial approach, this thesis shows how individual and collective victimisation experiences marked the life course, beliefs and well-being of a cohort of young adults who lived through the wars in former Yugoslavia. In the first article, latent class growth analyses were applied to identify different exclusion trajectories between 1990 and 2006. The analysis of these trajectories highlighted the intersections between individual lives, socio-historical context and time and demonstrated that experiences of war and socio-economic exclusion leave traces on well-being in the long term. The second and third articles showed that the belief in a just world was shattered due to socio-economic precariousness and war victimisation at individual and contextual levels. A curvilinear effect and cross-level interactions indicated that these relations varied according to the intensity of victimisation at the contextual level. Time effects were also noted. The fourth article showed that the negative impact of victimisation on well-being was partly explained by an erosion of the belief in a just world. Furthermore, if high believers were more satisfied with their lives, the strength of this relation varied depending on the level of victimisation in particular contexts. This thesis presents a multilevel dynamic model in which the belief in a just world no longer exercises the role of a stable personal resource but erodes in the face of victimisation, leading to a lower well-being. This work stresses the importance of articulating individual and contextual levels as well as considering the temporal dimension to explain the links between victimisation, belief in a just world and well-being.
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Abstract The complexity of the current business world is making corporate disclosure more and more important for information users. These users, including investors, financial analysts, and government authorities rely on the disclosed information to make their investment decisions, analyze and recommend shares, and to draft regulation policies. Moreover, the globalization of capital markets has raised difficulties for information users in understanding the differences incorporate disclosure across countries and across firms. Using a sample of 797 firms from 34 countries, this thesis advances the literature on disclosure by illustrating comprehensively the disclosure determinants originating at firm systems and national systems based on the multilevel latent variable approach. Under this approach, the overall variation associated with the firm-specific variables is decomposed into two parts, the within-country and the between-country part. Accordingly, the model estimates the latent association between corporate disclosure and information demand at two levels, the within-country and the between-country level. The results indicate that the variables originating from corporate systems are hierarchically correlated with those from the country environment. The information demand factor indicated by the number of exchanges listed and the number of analyst recommendations can significantly explain the variation of corporate disclosure for both "within" and "between" countries. The exogenous influences of firm fundamentals-firm size and performance-are exerted indirectly through the information demand factor. Specifically, if the between-country variation in firm variables is taken into account, only the variables of legal systems and economic growth keep significance in explaining the disclosure differences across countries. These findings strongly support the hypothesis that disclosure is a response to both corporate systems and national systems, but the influence of the latter on disclosure reflected significantly through that of the former. In addition, the results based on ADR (American Depositary Receipt) firms suggest that the globalization of capital markets is harmonizing the disclosure behavior of cross-boundary listed firms, but it cannot entirely eliminate the national features in disclosure and other firm-specific characteristics.
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In the context of Systems Biology, computer simulations of gene regulatory networks provide a powerful tool to validate hypotheses and to explore possible system behaviors. Nevertheless, modeling a system poses some challenges of its own: especially the step of model calibration is often difficult due to insufficient data. For example when considering developmental systems, mostly qualitative data describing the developmental trajectory is available while common calibration techniques rely on high-resolution quantitative data. Focusing on the calibration of differential equation models for developmental systems, this study investigates different approaches to utilize the available data to overcome these difficulties. More specifically, the fact that developmental processes are hierarchically organized is exploited to increase convergence rates of the calibration process as well as to save computation time. Using a gene regulatory network model for stem cell homeostasis in Arabidopsis thaliana the performance of the different investigated approaches is evaluated, documenting considerable gains provided by the proposed hierarchical approach.
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Given the adverse impact of image noise on the perception of important clinical details in digital mammography, routine quality control measurements should include an evaluation of noise. The European Guidelines, for example, employ a second-order polynomial fit of pixel variance as a function of detector air kerma (DAK) to decompose noise into quantum, electronic and fixed pattern (FP) components and assess the DAK range where quantum noise dominates. This work examines the robustness of the polynomial method against an explicit noise decomposition method. The two methods were applied to variance and noise power spectrum (NPS) data from six digital mammography units. Twenty homogeneously exposed images were acquired with PMMA blocks for target DAKs ranging from 6.25 to 1600 µGy. Both methods were explored for the effects of data weighting and squared fit coefficients during the curve fitting, the influence of the additional filter material (2 mm Al versus 40 mm PMMA) and noise de-trending. Finally, spatial stationarity of noise was assessed.Data weighting improved noise model fitting over large DAK ranges, especially at low detector exposures. The polynomial and explicit decompositions generally agreed for quantum and electronic noise but FP noise fraction was consistently underestimated by the polynomial method. Noise decomposition as a function of position in the image showed limited noise stationarity, especially for FP noise; thus the position of the region of interest (ROI) used for noise decomposition may influence fractional noise composition. The ROI area and position used in the Guidelines offer an acceptable estimation of noise components. While there are limitations to the polynomial model, when used with care and with appropriate data weighting, the method offers a simple and robust means of examining the detector noise components as a function of detector exposure.
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Objective The aim is to analyze and compare individual BMI growth patterns of adults from Switzerland and the U.S. Methods The analyses are based on data from two population representative longitudinal household surveys, one from Switzerland, the other from the U.S. Each data set contains up to four data points for each adult individual. We use multilevel models for growth. Results It can be shown that growth patterns are different in different cohorts in the two countries: there are only small growth differences in the youngest and oldest, but large differences in the middle ages. The individual BMI increase of the middle age Swiss amounts to only half of that in the comparable U.S. individuals. Conclusion Given the much higher BMI level especially in the youngest cohort, this points to severe obesity problems in the U.S. middle aged population in the near future. A positive correlation between individual BMI level and growth may aggravate this fact.
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Mice from the majority of inbred strains are resistant to infection by Leishmania major, an obligate intracellular protozoan parasite of macrophages in the mammalian host. In contrast, mice from BALB strains are unable to control infection and develop progressive disease. In this model of infection, genetically determined resistance and susceptibility have been clearly shown to result from the appearance of parasite-specific CD4+ T helper 1 or T helper 2 cells, respectively. This murine model of infection is considered as one of the best experimental systems for the study of the mechanisms operating in vivo at the initiation of polarised T helper 1 and T helper 2 cell maturation. Among the several factors influencing Th cell development, cytokines themselves critically regulate this process. The results accumulated during the last years have clarified some aspects of the role played by cytokines in Th cell differentiation. They are providing critical information that may ultimately lead to the rational devise of means by which to tailor immune responses to the effector functions that are most efficient in preventing and/or controlling infections with pathogens.
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A method of objectively determining imaging performance for a mammography quality assurance programme for digital systems was developed. The method is based on the assessment of the visibility of a spherical microcalcification of 0.2 mm using a quasi-ideal observer model. It requires the assessment of the spatial resolution (modulation transfer function) and the noise power spectra of the systems. The contrast is measured using a 0.2-mm thick Al sheet and Polymethylmethacrylate (PMMA) blocks. The minimal image quality was defined as that giving a target contrast-to-noise ratio (CNR) of 5.4. Several evaluations of this objective method for evaluating image quality in mammography quality assurance programmes have been considered on computed radiography (CR) and digital radiography (DR) mammography systems. The measurement gives a threshold CNR necessary to reach the minimum standard image quality required with regards to the visibility of a 0.2-mm microcalcification. This method may replace the CDMAM image evaluation and simplify the threshold contrast visibility test used in mammography quality.
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Combustion-derived and manufactured nanoparticles (NPs) are known to provoke oxidative stress and inflammatory responses in human lung cells; therefore, they play an important role during the development of adverse health effects. As the lungs are composed of more than 40 different cell types, it is of particular interest to perform toxicological studies with co-cultures systems, rather than with monocultures of only one cell type, to gain a better understanding of complex cellular reactions upon exposure to toxic substances. Monocultures of A549 human epithelial lung cells, human monocyte-derived macrophages and monocyte-derived dendritic cells (MDDCs) as well as triple cell co-cultures consisting of all three cell types were exposed to combustion-derived NPs (diesel exhaust particles) and to manufactured NPs (titanium dioxide and single-walled carbon nanotubes). The penetration of particles into cells was analysed by transmission electron microscopy. The amount of intracellular reactive oxygen species (ROS), the total antioxidant capacity (TAC) and the production of tumour necrosis factor (TNF)-a and interleukin (IL)-8 were quantified. The results of the monocultures were summed with an adjustment for the number of each single cell type in the triple cell co-culture. All three particle types were found in all cell and culture types. The production of ROS was induced by all particle types in all cell cultures except in monocultures of MDDCs. The TAC and the (pro-)inflammatory reactions were not statistically significantly increased by particle exposure in any of the cell cultures. Interestingly, in the triple cell co-cultures, the TAC and IL-8 concentrations were lower and the TNF-a concentrations were higher than the expected values calculated from the monocultures. The interplay of different lung cell types seems to substantially modulate the oxidative stress and the inflammatory responses after NP exposure. [Authors]