951 resultados para GENETIC FUNCTION APPROXIMATION
Resumo:
We propose a Bayesian framework for regression problems, which covers areas which are usually dealt with by function approximation. An online learning algorithm is derived which solves regression problems with a Kalman filter. Its solution always improves with increasing model complexity, without the risk of over-fitting. In the infinite dimension limit it approaches the true Bayesian posterior. The issues of prior selection and over-fitting are also discussed, showing that some of the commonly held beliefs are misleading. The practical implementation is summarised. Simulations using 13 popular publicly available data sets are used to demonstrate the method and highlight important issues concerning the choice of priors.
Resumo:
The object of this thesis is to develop a method for calculating the losses developed in steel conductors of circular cross-section and at temperatures below 100oC, by the direct passage of a sinusoidally alternating current. Three cases are considered. 1. Isolated solid or tubular conductor. 2. Concentric arrangement of tube and solid return conductor. 3. Concentric arrangement of two tubes. These cases find applications in process temperature maintenance of pipelines, resistance heating of bars and design of bus-bars. The problems associated with the non-linearity of steel are examined. Resistance heating of bars and methods of surface heating of pipelines are briefly described. Magnetic-linear solutions based on Maxwell's equations are critically examined and conditions under which various formulae apply investigated. The conditions under which a tube is electrically equivalent to a solid conductor and to a semi-infinite plate are derived. Existing solutions for the calculation of losses in isolated steel conductors of circular cross-section are reviewed, evaluated and compared. Two methods of solution are developed for the three cases considered. The first is based on the magnetic-linear solutions and offers an alternative to the available methods which are not universal. The second solution extends the existing B/H step-function approximation method to small diameter conductors and to tubes in isolation or in a concentric arrangement. A comprehensive experimental investigation is presented for cases 1 and 2 above which confirms the validity of the proposed methods of solution. These are further supported by experimental results reported in the literature. Good agreement is obtained between measured and calculated loss values for surface field strengths beyond the linear part of the d.c. magnetisation characteristic. It is also shown that there is a difference in the electrical behaviour of a small diameter conductor or thin tube under resistance or induction heating conditions.
Resumo:
The highly polymorphic DlS80 locus has no known genetic function. This variable number of tandem repeat (VNTR) has been valuable in forensic identification. We have obtained allelic and genotypic frequencies for five African populations (Benin, Cameroon, Egypt, Kenya and Rwanda), which could be employed as databases to identify individuals. The polymerase chain reaction, followed by vertical polyacrylamide gel electrophoresis and silver staining was our method of analysis. Allele frequencies were used to infer genetic associations using Phylip 3.5, Principal Component and G-test statistical programs. Tests for Hardy-Weinberg equilibrium were employed. Fst estimates and power of discrimination values were also determined for each of our populations. Our analyses of 28 additional populations demonstrated that the D1 S80 locus alone provided for the discrimination of major racial groups. Genetic homogeneity between the African groups was observed. We have generated a database useful for human differentiation and phylogenetic studies.
Resumo:
We propose a novel skeleton-based approach to gait recognition using our Skeleton Variance Image. The core of our approach consists of employing the screened Poisson equation to construct a family of smooth distance functions associated with a given shape. The screened Poisson distance function approximation nicely absorbs and is relatively stable to shape boundary perturbations which allows us to define a rough shape skeleton. We demonstrate how our Skeleton Variance Image is a powerful gait cycle descriptor leading to a significant improvement over the existing state of the art gait recognition rate.
Resumo:
In this paper, a real-time optimal control technique for non-linear plants is proposed. The control system makes use of the cell-mapping (CM) techniques, widely used for the global analysis of highly non-linear systems. The CM framework is employed for designing approximate optimal controllers via a control variable discretization. Furthermore, CM-based designs can be improved by the use of supervised feedforward artificial neural networks (ANNs), which have proved to be universal and efficient tools for function approximation, providing also very fast responses. The quantitative nature of the approximate CM solutions fits very well with ANNs characteristics. Here, we propose several control architectures which combine, in a different manner, supervised neural networks and CM control algorithms. On the one hand, different CM control laws computed for various target objectives can be employed for training a neural network, explicitly including the target information in the input vectors. This way, tracking problems, in addition to regulation ones, can be addressed in a fast and unified manner, obtaining smooth, averaged and global feedback control laws. On the other hand, adjoining CM and ANNs are also combined into a hybrid architecture to address problems where accuracy and real-time response are critical. Finally, some optimal control problems are solved with the proposed CM, neural and hybrid techniques, illustrating their good performance.
Resumo:
beta-blockers, as class, improve cardiac function and survival in heart failure (HF). However, the molecular mechanisms underlying these beneficial effects remain elusive. In the present study, metoprolol and carvedilol were used in doses that display comparable heart rate reduction to assess their beneficial effects in a genetic model of sympathetic hyperactivity-induced HF (alpha(2A)/alpha(2C)-ARKO mice). Five month-old HF mice were randomly assigned to receive either saline, metoprolol or carvedilol for 8 weeks and age-matched wild-type mice (WT) were used as controls. HF mice displayed baseline tachycardia, systolic dysfunction evaluated by echocardiography, 50% mortality rate, increased cardiac myocyte width (50%) and ventricular fibrosis (3-fold) compared with WT. All these responses were significantly improved by both treatments. Cardiomyocytes from HF mice showed reduced peak [Ca(2+)](i) transient (13%) using confocal microscopy imaging. Interestingly, while metoprolol improved [Ca(2+)](i) transient, carvedilol had no effect on peak [Ca(2+)](i) transient but also increased [Ca(2+)] transient decay dynamics. We then examined the influence of carvedilol in cardiac oxidative stress as an alternative target to explain its beneficial effects. Indeed, HF mice showed 10-fold decrease in cardiac reduced/oxidized glutathione ratio compared with WT, which was significantly improved only by carvedilol treatment. Taken together, we provide direct evidence that the beneficial effects of metoprolol were mainly associated with improved cardiac Ca(2+) transients and the net balance of cardiac Ca(2+) handling proteins while carvedilol preferentially improved cardiac redox state. (C) 2008 Elsevier Inc. All rights reserved.
Resumo:
We have examined MC1R variant allele frequencies in the general population of South East Queensland and in a collection of adolescent dizygotic and monozygotic twins and family members to define statistical associations with hair and skin color, freckling, and mole count. Results of these studies are consistent with a linear recessive allelic model with multiplicative penetrance in the inheritance of red hair. Four alleles, D84E, R151C, R160W, and D294H, are strongly associated with red hair and fair skin with multinomial regression analysis showing odds ratios of 63, 118, 50, and 94, respectively. An additional three low-penetrance alleles V60L, V92M, and R163Q have odds ratios 6, 5, and 2 relative to the wild-type allele. To address the cellular effects of MC1R variant alleles in signal transduction, we expressed these receptors in permanently transfected HEK293 cells. Measurement of receptor activity via induction of a cAMP-responsive luciferase reporter gene found that the R151C and R160W receptors were active in the presence of NDP-MSH ligand, but at much reduced levels compared with that seen with the wild-type receptor. The ability to stimulate phosphorylation of the cAMP response element binding protein (CREB) transcription factor was also apparent in all stimulated MC1R variant allele-expressing HEK293 cell extracts as assessed by immunoblotting. In contrast, human melanoma cell lines showed wide variation in the their ability to undergo cAMP-mediated CREB phosphorylation. Culture of human melanocytes of known MC1R genotype may provide the best experimental approach to examine the functional consequences for each MC1R variant allele. With this objective, we have established more than 300 melanocyte cell strains of defined MC1R genotype.
Resumo:
This study addresses the optimization of rational fraction approximations for the discrete-time calculation of fractional derivatives. The article starts by analyzing the standard techniques based on Taylor series and Padé expansions. In a second phase the paper re-evaluates the problem in an optimization perspective by tacking advantage of the flexibility of the genetic algorithms.
Resumo:
Thesis presented in partial fulfillment of the requirements for the degree of Doctor of Philosophy in the subject of Electrical and Computer Engineering
Resumo:
This paper explores the calculation of fractional integrals by means of the time delay operator. The study starts by reviewing the memory properties of fractional operators and their relationship with time delay. Based on the time response of the Mittag-Leffler function an approximation of fractional integrals consisting of time delayed samples is proposed. The tuning of the approximation is optimized by means of a genetic algorithm. The results demonstrate the feasibility of the new perspective and the limits of their application.
Resumo:
During their complex life cycle schistosomes alternate between the use of stored glycogen and reliance on host glucose to provide for their energy needs. In addition, there is dramatic variation between the relative contribution of aerobic versus anaerobic glucose metabolism during development. We have cloned a set of representative cDNAs that encode proteins involved in glucose uptake, glycolysis, Kreb's cycle and oxidative phosphorylation. The different cDNAs were used as probes to examine the expression of glucose metabolism genes during the schistosome life cycle. Steady state mRNA levels from whole cercariae, isolated cercarial tails, schistosomula and adult worms were analysed on Northern blots and dot blots which were quantified using storage phosphor technology. These studies reveal: (1) Transcripts encoding glycogen metabolic enzymes are expressed to much higher levels in cercarial tails than whole cercariae or schistosomula while the opposite pattern is found for glucose transporters and hexokinase transcripts; (2) Schistosomula contain low levels of transcripts encoding respiratory enzymes but regain the capacity for aerobic glucose metabolism as they mature to adulthood; (3) Male and female adults contain similar levels of the different transcripts involved in glucose metabolism.
Resumo:
BACKGROUND: Decreasing exposure to airborne particulates was previously associated with reduced age-related decline in lung function. However, whether the benefit from improved air quality depends on genetic background is not known. Recent evidence points to the involvement of the genes p53 and p21 and of the cell cycle control gene cyclin D1 (CCND1) in the response of bronchial cells to air pollution. OBJECTIVE: We determined in 4,326 participants of the Swiss Cohort Study on Air Pollution and Lung and Heart Diseases in Adults (SAPALDIA) whether four single-nucleotide polymorphisms in three genes [CCND1 (rs9344 [P242P], rs667515), p53 (rs1042522 [R72P]), and p21 (rs1801270 [S31R])] modified the previously observed attenuation of the decline in the forced expiratory flow between 25% and 75% of the forced vital capacity (FEF(25-75)) associated with improved air quality. METHODS: Subjects of the prospective population-based SAPALDIA cohort were assessed in 1991 and 2002 by spirometry, questionnaires, and biological sample collection for genotyping. We assigned spatially resolved concentrations of particulate matter with aerodynamic diameter < or = 10 microm (PM(10)) to each participant's residential history 12 months before the baseline and follow-up assessments. RESULTS: The effect of diminishing PM(10) exposure on FEF(25-75) decline appeared to be modified by p53 R72P, CCND1 P242P, and CCND1 rs667515. For example, a 10-microg/m(3) decline in average PM(10) exposure over an 11-year period attenuated the average annual decline in FEF(25-75) by 21.33 mL/year (95% confidence interval, 10.57-32.08) among participants homozygous for the CCND1 (P242P) GG genotype, by 13.72 mL/year (5.38-22.06) among GA genotypes, and by 6.00 mL/year (-4.54 to 16.54) among AA genotypes. CONCLUSIONS: Our results suggest that cell cycle control genes may modify the degree to which improved air quality may benefit respiratory function in adults.
Resumo:
Résumé Le gène c-myc est un des oncogènes les plus fréquemment mutés dans les tumeurs humaines. Même si plus de 70 % des cancers humains montrent une dérégulation de c-Myc, les connaissances sur son rôle physiologique pendant le développement, et dans la souris adulte restent très peu connus. Récemment, notre laboratoire a pu montrer que c-Myc contrôle l'équilibre entre le renouvellement et la différenciation des cellules souches hématopoïetiques (CSH) dans la souris adulte. Ceci est probablement dû à lacapacité de c-Myc de contrôler l'entrée et la sortie des CSH de leur niche de la moelle osseuse, en régulant plusieurs molécules d'adhésion, parmi lesquelles la cadhérine-N (Wilson et al., 2004; Wilson and Trumpp, 2006). Des études utilisant un mutant d'inactivation ont demontré que la protéine c-Myc est essentielle pour le développement au delà du jour embryonnaire E9.5. Les embryons c-Myc déficients sont plus petits que la normale et possèdent de nombreux défauts; en particulier ils ne peuvent établir un système hématopoietique embryonnaire primitif (Trumpp et al., 2001). Nous avons récemment découvert que le développement du placenta dépend de la présence de cMyc. Ceci permet de proposer que certains, sinon tous, les défauts embryonnaires puorraient dériver indirectement d'un défaut nutritionnel causé par la défaillance du placenta. Afin de répondre à cette question de manière génétique, nous avons utilisé l'allele conditionel c-mycflox (Trumpp et al., 2001) en combinaison avec l'allele Sox2-Cre (Hayashi et al., 2002). Celui-ci détermine l'expression de la récombinase Cre spécifiquement dans les cellules de l'épiblaste à partir de E6.5, tandis qu'il n'y a pas, ou seulement très peu, d'activité de la récombinase Cre dans les tissus extraembryonnaires.Alnsi, cette stratégie nous permet de générer des embryons sans c-Myc qui se développent en présence d'un compartment extraembryonnaire ou c-Myc est exprimé normalement (Sox2Cre;c-mycflox2) Ces embryons, Sox2Cre;c-mycflox2 se développent et grandissent normalement tout en formant un système vasculaire normal, mais meurent à E11.5 à cause d'un sévère manque de cellules hématopoïetiques. De façon très intéressante, la seule population qui semble être présente en nombre à peu près normal dans ces embryons est celle des précurseurs et des cellules souches. Les cellules qui forment cette population prolifèrent normalement mais ne peuvent pas former des colonies in vitro, ce qui montre que ces cellules ont perdu leur activité de cellules souches. Cependant, lorsque nous avons analysé ces cellules plus en détail en éxaminant l'expression des molécules d'intégrine nous avons découvert que l'integrine ß est sur-éxprimée à la surface des cellules c-Myc déficientes. Ceci pourrait indiquer un mécanisme par lequel c-Myc régule des molécules d'adhésion sur les cellules du sang. En conséquence, en absence de c-Myc, l'adhésion et la migration des cellules du sang de l'AGM (Aorte-Gonade-Mésonéphros) vers le foie de l'embryon, à travers le système vasculaire, est compromise. En outre, nous avons pu montrer que les hépatocytes du foie, qui constitue le site principal de formation des cellules hématopoïetiques pendant le développement, est sévèrement atteint dans des Sox2Cre;c-mycflox2 embryons. Ceci n'est pas du à un défaut propre aux cellules hépatiques qui ont perdu c-Myc, mais résulte plutôt de l'absence de cellules hématopoietïques qui normalement colonisent le foie à ce stade du développement. Ces résultats représentent la première preuve directe que le développement des hépatoblastes est dépendant de signaux provenant des cellules du sang. Summary The myc gene is one of the most frequently mutated oncogenes in human tumors. It is found to be mis-regulated in over 70% of all human cancers. However, our knowledge about its physiological role in mammalian development and adulthood remains limited. Recent work in our laboratory showed that c-Myc controls the balance between hematopoietic stem cell (HSC) self-renewal and differentiation in the adult mouse. This is likely due to the capacity of c-Myc to control entry and exit of HSCs from the bone marrow niche by regulating a number of cell adhesion molecules including N-cadherin (Wilson et al., 2004; Wilson and Trumpp 2006). During development knockout studies showed that c-Myc is required for embryonic development beyond embryonic day (E) 9.5. c-Myc deficient embryos are severely reduced in size and show multiple defects including the failure to establish a primitive hematopoietic system (Trumpp et al., 2001). Importantly, we recentry uncovered that placental development also seems to depend on normal c-Myc function, raising the possibility that some if not all of the embryonic defects observed could be mediated indirectly by a nutrition defect caused by placental failure. To address this possibility genetically, we took advantage of the conditional c-mycflox allele (Trumpp et al., 2001) in combination with the Sox2-Cre allele (Hayashi et al., 2002), in which Cre expression is specifically targeted to all epiblast cells by E6.5, while there is little or no Cre activity inextra-embryonic lineages. Thus, this strategy allows the generation of c-Myc deficient embryos, which develop within a normal c-Myc expressing extra-embryonic compartment (Sox2Cre;c-mycflox2) Such Sox2Cre;c-mycflox2 embryos develop and grow appropriately and form a normal vascular system but die at E11.5 due to a severe lack of blood cells. Interestingly, the only hematopoietic population that seems to be present in almost normal numbers in the embryo is the stem/progenitor cell population. Cells within this populatíon proliferate normal but can not give rise to hematopoietic colonies in vitro showing that functional hematopoietic stem cell (HSC) activity is lost. However, when we analyzed these phenotypic HSCs in more detail and examined integrin expression in mutant stem/progenitor cells, we observed that ß1-integrin is upregulated. This may point to a potential mechanism whereby c-Myc regulates adhesíon molecules on hematopoietic cells and thereby disturbs adhesion and migration from the AGM (aorta-gonads-mesonephros) through the vascular system to the liver. Furthermore, we uncovered that the fetal liver, the main site of hematopoietic expansion at that stage, is severely affected in Sox2Cre;c-mycflox2 embryos and that this is not due to a cell intrinsic defect of c-Myc deficient hepatocytes but rather due to the lack of hematopoietic cells that normally colonize the fetal liver at that stage of development. This provides first direct evidence that hepatoblast development depends on signals derived from blood cells.
Resumo:
Using genome-wide association, we identify common variants at 2p12-p13, 6q26, 17q23 and 19q13 associated with serum creatinine, a marker of kidney function (P = 10(-10) to 10(-15)). Of these, rs10206899 (near NAT8, 2p12-p13) and rs4805834 (near SLC7A9, 19q13) were also associated with chronic kidney disease (P = 5.0 x 10(-5) and P = 3.6 x 10(-4), respectively). Our findings provide insight into metabolic, solute and drug-transport pathways underlying susceptibility to chronic kidney disease.