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Joint modeling of longitudinal and time to event data with application to tuberculosis researchNigrini, Sharday January 2021 (has links)
Due to tuberculosis (TB) being one of the top ten diseases in Africa with the
highest mortality rate, a crucial objective is to find the appropriate medication to
cure patients and prevent people from contracting the disease. Since this statistic
is not improving sufficiently, it is evident that there is a need for new anti-TB
drugs. One of the main challenges in developing new and effective drugs for the
treatment of TB is to identify the combinations of effective drugs when subsequent testing of patients in pivotal clinical trials are performed. During the early weeks of the treatment of TB, trials of the early bactericidal activity assess the decline in colony-forming unit (CFU) count of Mycobacterium TB in the sputum of patients containing smear-microscopy-positive pulmonary TB. A previously published dataset containing CFU counts of treated patients over 56 days is used to perform joint modeling of the nonlinear data over time and the patients’ sputum culture conversion (i.e., the time-to-event outcome). It is clear from the results obtained that there is an association between the longitudinal and time-to-event outcomes. / Mini Dissertation ( MSc (Advanced Data Analytics))--University of Pretoria, 2021. / South African Medical Research Council (SAMRC) / Statistics / MSc (Advanced Data Analytics) / Restricted
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Statistical methods for imaging data, imaging genetics and sparse estimation in linear mixed modelsOpoku, Eugene A. 21 October 2021 (has links)
This thesis presents research focused on developing statistical methods with emphasis on techniques that can be used for the analysis of data in imaging studies and sparse estimations for applications in high-dimensional data. The first contribution addresses the pixel/voxel-labeling problem for spatial hidden Markov models in image analysis. We formulate a Gaussian spatial mixture model with Potts model used as a prior for mixture allocations for the latent states in the model. Jointly estimating the model parameters, the discrete state variables and the number of states (number of mixture components) is recognized as a difficult combinatorial optimization. To overcome drawbacks associated with local algorithms, we implement and make comparisons between iterated conditional modes (ICM), simulated annealing (SA) and hybrid ICM with ant colony system (ACS-ICM) optimization for pixel labelling, parameter estimation and mixture component estimation.
In the second contribution, we develop ACS-ICM algorithm for spatiotemporal modeling of combined MEG/EEG data for computing estimates of the neural source activity. We consider a Bayesian finite spatial mixture model with a Potts model as a spatial prior and implement the ACS-ICM for simultaneous point estimation and model selection for the number of mixture components. Our approach is evaluated using simulation studies and an application examining the visual response to scrambled faces. In addition, we develop a nonparametric bootstrap for interval estimation to account for uncertainty in the point estimates. In the third contribution, we present sparse estimation strategies in linear mixed model (LMM) for longitudinal data. We address the problem of estimating the fixed effects parameters of the LMM when the model is sparse and predictors are correlated. We propose and derive the asymptotic properties of the pretest and shrinkage estimation strategies. Simulation studies is performed to compare the numerical performance of the Lasso and adaptive Lasso estimators with the pretest and shrinkage ridge estimators. The methodology is evaluated through an application of a high-dimensional data examining effective brain connectivity and genetics.
In the fourth and final contribution, we conduct an imaging genetics study to explore how effective brain connectivity in the default mode network (DMN) may be related to genetics within the context of Alzheimer’s disease. We develop an analysis of longitudinal resting-state functional magnetic resonance imaging (rs-fMRI) and genetic data obtained from a sample of 111 subjects with a total of 319 rs-fMRI scans from the Alzheimer’s Disease Neuroimaging Initiative (ADNI) database. A Dynamic Causal Model (DCM) is fit to the rs-fMRI scans to estimate effective brain connectivity within the DMN and related to a set of single nucleotide polymorphisms (SNPs) contained in an empirical disease-constrained set. We relate longitudinal effective brain connectivity estimated using spectral DCM to SNPs using both linear mixed effect (LME) models as well as function-on-scalar regression (FSR). / Graduate
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Obytný soubor Brno - Červený kopec / The residential area in Brno - Červený kopecŠtollová, Martina January 2013 (has links)
Master's thesis deals with the Red Hill, a place situated inside the urban area of Brno, close to the historic center, close to the newly established and still growing campus of Masaryk University. Red hill with its gardening colony remains blank space on the map of Brno, the goal here was to create a functional urban structure that would place the space in the city map. Not to make an urban mash on the peripherals, but build a real city organism into the hearth of the city Brno.
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Plánování cesty mobilního robotu pomocí mravenčích algoritmů / Mobile robot path planning by means of ant algorithmsSedlák, Václav January 2011 (has links)
This thesis deals with robot path planning by means of ant colony optimization algorithms. The theoretical part of this thesis introduces basics of path planning problematics. The theoretical part either deals with ant algorithms as optimization and path planning tools. The practical part deals with design and implementation of path planning by means of ant algorithms in Java language.
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Heuristické řešení plánovacích problémů / Heuristic Solving of Planning ProblemsNovotná, Kateřina January 2013 (has links)
This thesis deals with the implementation of the metaheuristic algorithms into the Drools Planner. The Drools Planner is an open source tool for solving optimization problems. This work describes design and implementation of Ant colony optimization metaheuristics in the Drools Planner. Evaluation of the algorithm results is done by Drools Planner benchmark with different kinds of optimization problems.
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Military images in Paul's letter to the PhilippiansMueller, Dierk January 2013 (has links)
The city of Philippi was founded as a Roman military colony in 42 BC, directly following one of the largest battles of antiquity, the civil war battle of Philippi. This study shows that one hundred years later, at the time of writing of Paul’s letter to the Philippians, the identity of the city was still deeply connected to its military history.
The apostle Paul found in the historical and sociological ties of the Philippians with the
military reasons for drafting his letter in a rhetorical arrangement similar to the historical
reports of commander’s speeches to his assembled troops before battle. Not only does the
vocabulary of Paul’s ethical commands parallel the general’s harangues, as has been
previously pointed out by Biblical scholarship, but in Paul’s letter one also finds
correspondences to the three largest motifs of the general’s speeches: the objective of the
war, the confidence for victory and the rewards for courage and obedience.
The major unified theme of Philippians is the mutual military-partnership for the
advance of the gospel in a hostile context (Phil. 1:7-12; 1:20; 2:19-24; 2:25-30; 3:12-15; 4:3;
4:10-19). Paul in his letter to the Philippians uses consistently military imagery – and not
once athletic imagery, as typically assumed by exegetical scholars – to demonstrate that the
courageous sharing of the faith will always result in victory for the one who proclaims Christ.
This victory is guaranteed through the unsurpassable abilities of the supreme general, Jesus
Christ, whose death on the cross and whose resurrection is portrayed as a military victory
and whose exaltation by God the Father acknowledges Christ as the victorious general in an
universal extent (Phil. 2:8-11). The victory of the gospel campaign is further guaranteed by
the LORD’s initiation of the war for the spread of the faith and by His presence with those
who fight in His behalf for the spread of the good news (Phil. 1:5-7; 2:12-13; 2:14-15; 3:1;
4:4). Victory in the Philippian context means either the reception of the gospel by unbelievers
or the death of the messenger on account of rejection of and opposition to the gospel; the
suffering of the emissary of the gospel serves to glorify Christ and it is compensated by the
superior enjoyment of Christ at the resurrection (Phil. 1:19-25). The reward, which God
promises to the messenger of the gospel is several times stated in Philippians to be the
exalted experience of fellowship with Christ at the resurrection (Phil. 1:21; 3:8-11; 3:20-21;
4:3).
The reading of Philippians in light of the appropriation of military terminology confirms that
Paul’s main purpose in writing Philippians is to encourage his partners to continue to take
risks, to be unafraid of suffering and to make sacrifices in order to boldly testify about Christ
and to continue to financially contribute to the mission of spreading the faith.
The book of Philippians challenges the contemporary self-centred prosperity culture of
the church to take risks and make sacrifices for the proclamation of Christ to unbelievers,
sacrifices, which are supremely compensated by a life for the glory of Christ and the
surpassing promise of the enjoyment of the glory of God in His Son Christ Jesus. / Thesis (PhD)--University of Pretoria, 2013. / gm2014 / New Testament Studies / unrestricted
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A ROLE FOR COLONY STIMULATING FACTOR 1 RECEPTOR SIGNALING AND MICROGLIOSIS DURING EPILEPTOGENESISSeason K Johnson (8771093) 02 May 2020 (has links)
<p>Evidence from experimental models of epilepsy support that
prolonged seizures (status epilepticus, SE) promote pathological hippocampal
synaptodendritic remodeling which contributes to the development of seizures
and cognitive decline. One potential mechanism underlying the SE-induced
sequelae is microgliosis. </p>
<p>Evidence from models of experimental epilepsy supports a
significant spatiotemporal correlation between SE-induced decreases in the microtubule
associated protein 2 (Map2) loss and microgliosis in the hippocampus. In
addition, pharmacological suppression of microgliosis after SE with the drug
rapamycin attenuated the losses of Map2 and the dendritic ion channels Kv.4.2
and HCN1 in the hippocampus. This microglia suppression paralleled a recovery
of the SE-induced recognition and spatial memory deficits. Based on these
studies, we hypothesized that the inhibition of microgliosis during
epileptogenesis will attenuate the SE-induced hippocampal dendritic and
cognitive pathology. To further investigate the role of microgliosis in the
SE-induced dendritic pathology, we tested the efficacy of a more selective
inhibitor <a>of the survival and proliferation of </a>microglia,
PLX3397, using the pilocarpine model of SE and acquired epilepsy. PLX3397 binds
to colony stimulating factor 1 receptor (CSF1R) on microglia and inhibits the
downstream signaling responsible for survival and proliferation of these cells.
</p>
<p>To test this hypothesis, we induced SE in male rats with
pilocarpine (280-300mg/kg) <a>while and controls (Ctrl) received
saline. </a>Rats were randomly assigned to a diet of either chow alone
(vehicle; Veh) or chow with PLX3397 (50mg/kg) for 20 days post-SE. At two weeks
post-SE, rats were subjected to novel object recognition (NOR) and Barnes maze
(BM) to evaluate hippocampal-dependent recognition memory, and spatial learning
and memory, respectively. Following the behavioral assessments, rats were
sacrificed for brain analysis at 20 days post-SE. We used histological analysis
to determine the amount of microgliosis with IBA1 and dendritic stability with
Map2. We used western blotting to measure the protein levels of molecules
involved in the crosstalk between microglia and astrocytes: GFAP, IL-6, C3, and
iC3b. We also measured the protein levels of the dendritic ion channels Kv4.2
and HCN1, and the synaptic marker PSD95.</p>
<p>NOR showed that the Ctrl+Veh and Ctrl+PLX3397 groups spent
significantly more time exploring the novel object (<i>p</i> < .05), while the SE+Veh and SE+PLX3397 did not. Similar
results were observed in the BM test, Ctrl+Veh and Ctrl+PLX3397 groups had a
faster latency to find the target compared to the SE+Veh and SE+PLX3397 groups
(<i>p</i> < .05). These data suggest that
recognition and spatial memory deficits induced by SE were not attenuated by
treatment with PLX3397. We found that the PLX3397 treatment significantly
decreased microgliosis in Ctrl+PLX3397 rats compared to Ctrl+Veh rats (<i>p</i> < .05). As expected, we found a
significant increase in the number of microglial cells in hippocampi of SE+Veh
rats compared to Ctrl+Veh rats (<i>p</i>
< .05). Interestingly, in the PLX3397-treated SE group, we observed two
distinctive groups which we categorized as responders and non-responders when
compared to the SE+Veh group. The SE+PLX responders had significantly decreased
microgliosis compared to the SE+Veh group (<i>p</i>
< .05). The SE+PLX non-responders had higher levels of microgliosis compared
to the SE+Veh group (<i>p</i> < .05). We
found levels of GFAP were increased in the SE+Veh group compared to the
Ctrl+Veh group (<i>p</i> < .05).
Treatment with PLX3397 in the SE group reduced these levels compared to the
vehicle treated SE group (<i>p</i> <
.05). We also found increases in C3 and iC3b following the induction of SE
compared to Ctrl+Veh group (<i>p</i> <
.05), and these levels remained similar in the SE+PLX3397 group compare to the
SE+Veh group (<i>p</i> > .05). There was
a reduction in Map2 immunoreactivity as well as the protein levels of Kv4.2 and
PSD95 in the SE+Veh group compared to the Ctrl+Veh group (<i>p</i> < .05). We found that treatment with PLX3397 recovered the
SE-induced loss of Map2 labeled dendrites compared to SE+Veh group (<i>p</i> < .05). However, treatment with
PLX3397 did not recover the SE-induced reduction Kv4.2 and PSD95 (<i>p</i> > .05). <a>In
parallel, we found that a group of SE+PLX3397 animals did not have reduced
microgliosis compared to the SE+Veh group (<i>p </i>< .05), and therefore
was categorized as a non-responder group. </a></p>
Our findings are the first to show that blocking
CSF1R signaling with PLX3397 suppressed microgliosis in the hippocampus, partially
recovered the SE-induced decline of Map2 immunoreactivity in the hippocampal
CA1 region but had no effect in the recognition or spatial memory deficits.
These data suggest that while hippocampal microgliosis may play a role in the
disruption of dendritic structural stability in the hippocampus it does not seem
to critically contribute to the memory decline that occurs during
epileptogenesis.
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Role Sch9p a Rim15p signálních drah při vývoji kolonií kvasinek / Sch9p and Rim15p signaling pathways in yeast colony developmentMikešová, Jana January 2015 (has links)
On solid surfaces, laboratory strain Saccharomyces cerevisiae BY4742 forms horizontally and vertically stratified colonies. Central part of the colony differentiates into U and L cells occupying upper and lower colony regions, respectively. There are many morphological and physiological differences between these two cell types. However, molecular mechanisms of the vertical stratification are still largely unknown. In this study, I analyzed effects of the deletion and overexpression of Sch9p a Rim15p kinases with crucial role in nutrient sensing pathways, of transcription activators Msn2p and Msn4p involved i stress response and of post-diauxic shift transcription factor Gis1p in yeast colony differentiation and U and L cell survival. Microscopic analyses showed changes in morphology of cells in colonies of these strains and decreased ability of vertical stratification in colonies of the strain rim15Δ and partially in colonies of the strain PTEF-SCH9. Moreover, changed level of these proteins significantly affected long-term survival of U and L cells. Obtained data suggest an involvement of nutrient sensing pathways in colony formation and development.
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Horníci jako profese na pozadí ostravského regionu. / Miners as a profession in the background of the Ostrava region.Hybešová, Kateřina January 2019 (has links)
This thesis deals with the development of mining and mining colonies in the Ostrava region and also deals with the interpretation of interviews with miners performing their profession in the Ostrava-Karviná mining district between years 1950 and 1994. It focuses not only on the development of the environment and mining conditions in the Ostrava region, but also reasons and motivations for choosing a demanding and often life-threatening profession, as mining is. The thesis is produced using inductive method, where the processes at the individual level apply to wider groups. Such processing allows me to process interviews with witnesses alongside traditional written sources. The finding of the thesis is the fact that there are three main motives for the choosing of mining profession, which are family tradition, the possibility of not participating in two-year compulsory military training and last but not least, the above-standard wage. The thesis offers another view on how workers in socialist Czechoslovakia lived.
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Morfogeneze a vzájemné ovlivňování bakteriálních kolonií / Morphogenesis of the bacterial colonies and their mutually influencingRieger, Tomáš January 2017 (has links)
This thesis follows previous works of our group (Rieger T. et al., 2008; Cepl J. et al., 2010 and Patkova I. et al., 2012), where we focused on the morphology of the bacterial colonies Serratia marcescens and its variety caused by changing of the inoculation conditions on nutrient agar. When bacterial colonies S. marcescens are grown on nutrient agar enriched with glucose isolated enough from other colonies in its living space, it can form coloured structured colonies, which we named morphotype "fountain" (F). This morpotype becomes ideal for following studies of mutual influencing of the bacterial colonies, because of its ability of pigmentation change or structure loss caused by altering surrounding inoculation conditions. We noticed in normal sowed agar plates, that bacterial colonies, which grows in the close distance with other colonies develop their pigmentation sooner, than colonies, that grows more isolated. We studied how is this influencing happening and what are the necessary conditions for it. We proved, that different species of bacterial macrocolonies (S. marcescens - morphotype (M), S. rubidea and E. coli) emits into the nutrient agar informative signal, which makes the recipient colonies S. marcescens reacts on this signal with the same manner (X structure). It looks, that this is...
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