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1.
Parametric methods such as analysis of (co)variance are commonly used for the analysis of data from clinical trials. They have the advantage of providing an easily interpretable measure of treatment efficacy such as a confidence interval for treatment difference. If there are doubts about the underlying distribution of the response variable, however, a nonparametric approach may be called for. The nonparametric approaches in such settings concentrate on hypothesis testing and are not typically used for providing easily interpretable measures of treatment efficacy. For comparing two treatments, we propose using a nonparametric measure based on the likelihood of observing a better response on one treatment than the other. The bootstrap method is used to construct a confidence interval for the treatment difference.  相似文献   

2.
Metabolomics technology and bioinformatics   总被引:5,自引:0,他引:5  
Metabolomics is the global analysis of all or a large number of cellular metabolites. Like other functional genomics research, metabolomics generates large amounts of data. Handling, processing and analysis of this data is a clear challenge and requires specialized mathematical, statistical and bioinformatics tools. Metabolomics needs for bioinformatics span through data and information management, raw analytical data processing, metabolomics standards and ontology, statistical analysis and data mining, data integration and mathematical modelling of metabolic networks within a framework of systems biology. The major approaches in metabolomics, along with the modern analytical tools used for data generation, are reviewed in the context of these specific bioinformatics needs.  相似文献   

3.
A shrinkage predictive distribution for multivariate Normal observables   总被引:1,自引:0,他引:1  
Komaki  Fumiyasu 《Biometrika》2001,88(3):859-864
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4.
5.
The tRNA molecule has an important role in translation, thefunction of which is to carry amino acids to the ribosomes.It is known that tRNA is transcribed from tRNA genes, some ofwhich, in Eukarya and Archaea, contain introns. A computationalanalysis of the complete genome of Aeropyrum pernix K1 predictedthe presence of 14 intron-containing tRNA genes. To elucidatewhether these introns are actually processed in living cellsand what mechanism detects the intron regions, cDNAs for prematureand mature forms of the tRNA molecules transcribed from theintron-containing tRNA genes in the model aerobic acidothermophiliccrenarchaeon, A. pernix K1 were identified and analyzed. A comparisonbetween the nucleotide sequences of these two types of cDNAsindicated that the intron regions of the tRNA molecules wereindeed processed in A. pernix K1 living cells. Some cDNA clonesshowed that the actual splicing positions were different fromthose predicted by computational analysis. However, the bulge–helix–bulgestructure, which has been previously identified in exon–intronboundaries of archaeal tRNA genes, was evident in all boundaryregions confirmed in this work. These results indicate thatthe generally described mechanism for tRNA processing in Archaeais utilized for processing the intron region of the tRNA moleculesin A. pernix K1.  相似文献   

6.
We apply a generalized Bayesian age-period-cohort (APC) model to a data-set on lung cancer mortality in West Germany, in the period 1952-1996. Our goal is to predict future death rates until the year 2010, separately for males and females. Since age and period are not measured on the same grid, we propose a generalized APC model where consecutive cohort parameters represent strongly overlapping birth cohorts. This approach results in a rather large number of parameters, where standard algorithms for statistical inference by Markov chain Monte Carlo methods turn out to be computationally intensive. We propose a more efficient implementation based on ideas of block sampling from the time series literature. We entertain two different formulations, penalizing either first or second differences of age, period and cohort parameters. To assess the predictive quality of both formulations, we first forecast the rates for the period 1987-1996 based on data until 1986. A comparison with the actual observed rates is made based on a predictive deviance criterion. Predictions of lung cancer mortality until 2010 are then reported and a modification of the formulation in order to include information on cigarette consumption is finally described.To whom correspondence should be addressed. Currently at Imperial College School of Medicine, Department of Epidemiology and Public Health, Norfolk Place, London W2 1PG, UK.  相似文献   

7.
On Chao's unequal probability sampling plan   总被引:1,自引:0,他引:1  
SENGUPTA  S. 《Biometrika》1989,76(1):192-196
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8.
BACKGROUND AND AIMS: There are three reasons for the increasing demand for crop models that build the plant on the basis of architectural principles and organogenetic processes: (1) realistic concepts for developing new crops need to be guided by such models; (2) there is an increasing interest in crop phenotypic plasticity, based on variable architecture and morphology; and (3) engineering of mechanized cropping systems requires information on crop architecture. The functional-structural model GREENLAB was recently presented that simulates resource-dependent plasticity of plant architecture. This study introduces a new methodology for crop parameter optimization against measured data called multi-fitting, validates the calibrated model for maize with independent field data, and describes a technique for 3D visualization of outputs. METHODS: Maize was grown near Beijing during the 2000, 2001 and 2003 (two sowing dates) summer seasons in a block design with four to five replications. Detailed morphological and topological observations were made on the plant architecture throughout the development of the four crops. Data obtained in 2000 was used to establish target files for parameter optimization using the generalized least square method, and parameter accuracy was evaluated by coefficient of variance. In situ plant digitization was used to establish 3D symbol files for organs that were then used to translate model outputs directly into 3D representations for each time step of model execution. KEY RESULTS AND CONCLUSIONS: Multi-fitting against several target files obtained at different growth stages gave better parameter accuracy than single fitting at maturity only, and permitted extracting generic organ expansion kinetics from the static observations. The 2000 model gave excellent predictions of plant architecture and vegetative growth for the other three seasons having different temperature regimes, but predictions of inter-seasonal variability of biomass partitioning during grain filling were less accurate. This was probably due to insufficient consideration of processes governing cob sink size and terminal leaf senescence. Further perspectives for model improvement are discussed.  相似文献   

9.
Despite the fact that humans experience mixtures of odors and tastes each time they eat, little is known of their capacity to detect the individual components of foods. To investigate this capacity, 43 subjects were trained to identify three odors and three tastes and were required to indicate which of these could be identified in stimuli consisting of one to six components. Although the odor and taste components of most binary mixtures were identified, subjects encountered substantial difficulties with more complex mixtures with only two components being identified in the four- to six-component mixtures. In general, tastes were more easily identified than smells and were the only stimuli identified in the five- to six-component mixtures. Several mechanisms are proposed to account for the poor identification of components.  相似文献   

10.
Plants emit complex blends of volatiles, including chiral compounds that might be detected by vertebrates and invertebrates. Insects are ideal model organisms for studying the underlying receptor neuron mechanisms involved in olfactory discrimination of enantiomers. In the present study, we have employed two-column gas chromatography linked to recordings from single olfactory receptor neurons of Mamestra brassicae, in which separation of volatiles in a polar and a chiral column was performed. We here present the response properties of olfactory receptor neurons tuned to linalool. The narrow tuning of these receptor neurons was demonstrated by their strong responses to (R)-(-)-linalool, the weaker responses to the (+)-enantiomer as well as a few structurally related compounds, and no responses to the other numerous plant released volatiles. The enantioselectivity was verified by parallel dose-response curves, that of (R)-(-)-linalool shifted 1 log unit to the left of the (S)-(+)-linalool curve. A complete overlap of the temporal response pattern was found when comparing the responses of the same strength. Analysis of the spike amplitude and waveform indicated that the responses to the two enantiomers originated from the same neuron.  相似文献   

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12.
The extent to which viruses and their hosts codiverge remains an open question, given that numerous cases of both "cospeciation" and horizontal switching have recently been documented. DNA viruses that form persistent infections are thought to be the most likely candidates for phylogenetic congruence. Phylogenetic reconciliation analysis was used to compare established phylogenies for four RNA viruses and their hosts. The analysis employs a cophylogeny mapping technique, implemented in TreeMap v2.0, to find the most parsimonious combinations of evolutionary events able to reconcile any incongruence. This technique is guaranteed to recover all potentially optimal solutions to the reconciled tree and specifically tests the null hypothesis that an associate phylogeny is no more congruent with a host phylogeny than would be a random tree with the same taxon set. Phylogenies for Hantavirus, Spumavirus, and avian sarcoma leukosis virus were found to be significantly similar to their host trees, whereas Lyssavirus and Arenavirus displayed no significant congruence. These results demonstrate that RNA viruses are able to form stable associations with their hosts over evolutionary time scales and that the details of such associations are consistent with persistent infection being a necessary but not sufficient precondition.  相似文献   

13.
Copula model generated by Dabrowska's association measure   总被引:1,自引:0,他引:1  
Oakes  David; Wang  Antai 《Biometrika》2003,90(2):478-481
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14.
15.
We develop Bayesian methodology for the analysis of case-control data with covariate imprecision. The pretense that the distribution of the imprecisely measured covariate is discrete on a heuristically chosen support set leads to a method which is reasonably simple to implement, and can be applied to different study designs. The methodological development emphasizes the interplay between retrospective and prospective analysis. We illustrate the method on simulated data, and on data from a cancer study where smoking history is the imprecisely measured covariate.  相似文献   

16.
BACKGROUND AND AIMS: The Brassicaceae family encompasses numerous species of great agronomic importance, belonging to such genera, as Brassica, Raphanus, Sinapis and Armoracia. Many of them are characterized by extensive intraspecific diversity of phenotypes. The present study focuses on the polymorphism of number, appearance and chromosomal localization of ribosomal DNA (rDNA) sites and, when possible, in relation to polyploidy, in 42 accessions of Brassica species and ten accessions of Diplotaxis, Eruca, Raphanus and Sinapis species. METHODS: Chromosomal localization of ribosomal DNA was carried out using dual colour fluorescence in situ hybridization (FISH) with 5S rDNA and 25S rDNA sequences as probes on enzymatically digested root-tip meristematic cells. KEY RESULTS: Loci for 5S and 18S-5.8S-25S rDNA were determined for the first time in six taxa, and previously unreported rDNA constellations were described in an additional 12 accessions. FISH revealed frequent polymorphism in number, appearance and chromosomal localization of both 5S and 25S rDNA sites. This phenomenon was most commonly observed in the A genome of Brassica, where it involves exclusively pericentromeric sites of 5S and 25S rRNA genes. The intraspecific polymorphism was between subspecies/varieties or within a variety or cultivar (i.e. interindividual). CONCLUSIONS: The number of rDNA sites can differ up to 5-fold in species with the same chromosome number. In addition to the eight previously reported chromosomal types with ribosomal genes, three new variant types are described. The extent of polymorphism is genome dependent. Comparing the A, B and C genomes revealed the highest rDNA polymorphism in the A genome. The loci carrying presumably inactive ribosomal RNA genes are particularly prone to polymorphism. It can also be concluded that there is no obvious polyploidization-related tendency to reduce the number of ribosomal DNA loci in the allotetraploid species, when compared with their putative diploid progenitors. The observed differences are rather caused by the prevailing polymorphism within the diploids and allotetraploids. This would make it difficult to predict expected numbers of rDNA loci in natural polyploids.  相似文献   

17.
18.
Since December 2001, we have been conducting a project to isolateand determine entire sequences of mouse KIAA cDNA clones, whichencode polypeptides corresponding to human KIAA proteins. Theultimate goal of this project has been elucidation of the functionsof KIAA proteins. To address this issue, we have been generating‘libraries’ of antibodies against mKIAA proteins.We have, to date, already generated >800 antibodies. Usingour ‘libraries’ of antibodies, we are now identifyingendogenous mKIAA protein–protein interactions. In thepresent study, novel interactions were identified by MS/MS analysisfollowing immunoprecipitation with anti-mKIAA antibodies. Theinteractions with biologically known molecules should enableus to predict the function of mKIAA/KIAA proteins, includinghypothetical proteins identified in our cDNA project. Theseinteractions are subsequently used for construction of an intracellularpathway related to the mKIAA protein, and the pathway is distributedthrough the InCeP (IntraCellular Pathway based on mKIAA protein–proteininteractions) database. Users can freely access the InCeP throughthe internet and download the graphical display as well as thecurated information.  相似文献   

19.
Goodness of fit for the extreme value distribution   总被引:4,自引:0,他引:4  
STEPHENS  M. A. 《Biometrika》1977,64(3):583-588
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20.
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