causal inference
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... with Bayesian Networks 20 -- 1.3 Causal Bayesian Networks 21 -- 1.3.1 Causal Networks as Oracles for ... ... Interventions 22 -- 1.3.2 Causal Relationships and Their Stability 24 -- 1.4 Functional Causal Models ... ... 33 -- 1.5 Causal versus Statistical Terminology 38 -- 2 A Theory of Inferred Causation 41 -- 2.1 Introduction ... ... On Minimality, Markov, and Stability 61 -- 3 Causal Diagrams and the Identification of Causal Effects ... ... Rules 85 -- 3.4.3 Symbolic Derivation of Causal Effects: An Example 86 -- 3.4.4 Causal Inference by ...
1st ed. xii, 384 s.
- MeSH
- kauzalita MeSH
- pravděpodobnost MeSH
- Konspekt
- Přírodní vědy. Matematické vědy
- NLK Obory
- přírodní vědy
- statistika, zdravotnická statistika
... Contents -- List of Contributors ix -- Part I Introduction 1 -- 1 Why look at causality in the sciences ... ... Paul Thompson -- 3 Inferring causation in epidemiology: Mechanisms, black boxes, and contrasts 45 -- ... ... Alex Broadbent -- 4 Causal modelling, mechanism, and probability in epidemiology 70 -- Harold Kincaid ... ... inference from the point of view of psychological research methods 240 -- Keith A. ... ... -- 30 A new causal power theory -- Kevin B. ...
xiii, 938 stran : ilustrace ; 24 cm
- MeSH
- kauzalita MeSH
- pravděpodobnost MeSH
- Konspekt
- Věda. Všeobecnosti. Základy vědy a kultury. Vědecká práce
- NLK Obory
- věda a výzkum
- NLK Publikační typ
- studie
BACKGROUND: Simultaneous comparisons of multiple disease-modifying therapies for relapsing-remitting multiple sclerosis (RRMS) over an extended follow-up are lacking. Here we emulate a randomised trial simultaneously comparing the effectiveness of six commonly used therapies over 5 years. METHODS: Data from 74 centres in 35 countries were sourced from MSBase. For each patient, the first eligible intervention was analysed, censoring at change/discontinuation of treatment. The compared interventions included natalizumab, fingolimod, dimethyl fumarate, teriflunomide, interferon beta, glatiramer acetate and no treatment. Marginal structural Cox models (MSMs) were used to estimate the average treatment effects (ATEs) and the average treatment effects among the treated (ATT), rebalancing the compared groups at 6-monthly intervals on age, sex, birth-year, pregnancy status, treatment, relapses, disease duration, disability and disease course. The outcomes analysed were incidence of relapses, 12-month confirmed disability worsening and improvement. RESULTS: 23 236 eligible patients were diagnosed with RRMS or clinically isolated syndrome. Compared with glatiramer acetate (reference), several therapies showed a superior ATE in reducing relapses: natalizumab (HR=0.44, 95% CI=0.40 to 0.50), fingolimod (HR=0.60, 95% CI=0.54 to 0.66) and dimethyl fumarate (HR=0.78, 95% CI=0.66 to 0.92). Further, natalizumab (HR=0.43, 95% CI=0.32 to 0.56) showed a superior ATE in reducing disability worsening and in disability improvement (HR=1.32, 95% CI=1.08 to 1.60). The pairwise ATT comparisons also showed superior effects of natalizumab followed by fingolimod on relapses and disability. CONCLUSIONS: The effectiveness of natalizumab and fingolimod in active RRMS is superior to dimethyl fumarate, teriflunomide, glatiramer acetate and interferon beta. This study demonstrates the utility of MSM in emulating trials to compare clinical effectiveness among multiple interventions simultaneously.
- MeSH
- dimethyl fumarát terapeutické užití MeSH
- fingolimod hydrochlorid terapeutické užití MeSH
- glatiramer acetát terapeutické užití MeSH
- imunosupresiva terapeutické užití MeSH
- interferon beta terapeutické užití MeSH
- lidé MeSH
- natalizumab terapeutické užití MeSH
- recidiva MeSH
- relabující-remitující roztroušená skleróza * farmakoterapie MeSH
- roztroušená skleróza * farmakoterapie MeSH
- těhotenství MeSH
- Check Tag
- lidé MeSH
- těhotenství MeSH
- ženské pohlaví MeSH
- Publikační typ
- časopisecké články MeSH
- randomizované kontrolované studie MeSH
INTRODUCTION: Intracranial EEG (iEEG) data is a powerful way to map brain function, characterized by high temporal and spatial resolution, allowing the study of interactions among neuronal populations that orchestrate cognitive processing. However, the statistical inference and analysis of brain networks using iEEG data faces many challenges related to its sparse brain coverage, and its inhomogeneity across patients. METHODS: We review these challenges and develop a methodological pipeline for estimation of network structure not obtainable from any single patient, illustrated on the inference of the interaction among visual streams using a dataset of 27 human iEEG recordings from a visual experiment employing visual scene stimuli. 100 ms sliding window and multiple band-pass filtered signals are used to provide temporal and spectral resolution. For the connectivity analysis we showcase two connectivity measures reflecting different types of interaction between regions of interest (ROI): Phase Locking Value as a symmetric measure of synchrony, and Directed Transfer Function-asymmetric measure describing causal interaction. For each two channels, initial uncorrected significance testing at p < 0.05 for every time-frequency point is carried out by comparison of the data-derived connectivity to a baseline surrogate-based null distribution, providing a binary time-frequency connectivity map. For each ROI pair, a connectivity density map is obtained by averaging across all pairs of channels spanning them, effectively agglomerating data across relevant channels and subjects. Finally, the difference of the mean map value after and before the stimulation is compared to the same statistic in surrogate data to assess link significance. RESULTS: The analysis confirmed the function of the parieto-medial temporal pathway, mediating visuospatial information between dorsal and ventral visual streams during visual scene analysis. Moreover, we observed the anterior hippocampal connectivity with more posterior areas in the medial temporal lobe, and found the reciprocal information flow between early processing areas and medial place area. DISCUSSION: To summarize, we developed an approach for estimating network connectivity, dealing with the challenge of sparse individual coverage of intracranial EEG electrodes. Its application provided new insights into the interaction between the dorsal and ventral visual streams, one of the iconic dualities in human cognition.
- Publikační typ
- časopisecké články MeSH
Three endophytic bacteria, namely BvV, BvP and BvL, were newly isolated from the root nodules of bean, pea and lentil plants respectively cultivated in Mascara the northwest of Algeria, and identified by 16S ribosomal RNA gene sequencing as Brevundimonas naejangsanensis. These strains were able to produce hydrolytic enzymes and hydrogen cyanide. All strains produced a growth-promoting hormone, indole acetic acid, varying in concentration from 83.2 to 171.7 μg/mL. The phosphate solubilizing activity of BvV, BvP and BvL varied from 25.5 to 42.02 μg/mL for tricalcium phosphate. The three antagonistic Brevundimonas spp. showed in vitro the most inhibitory effect on mycelial growth of Fusarium redolens FRC (from 78.33 to 85.55%). Strain BvV, BvP and BvL produced also volatile metabolites which inhibited mycelial FRC growth up to 39.2%. All strains showed significant disease reduction in pot experiments. Chickpea Fusarium yellows severity caused by FRC was reduced significantly from 89.3 to 96.6% in the susceptible cultivar ILC 482 treated with antagonistic B. naejangsanensis. The maximum stimulatory effect on chickpea plants growth was observed by inoculation of strain BvV. This treatment resulted in a 7.40-26.21% increase in shoot height as compared to the control plants. It is concluded that the endophytic bacterial strains of B. naejangsanensis having different plant growth promoting (PGP) activities can be considered as beneficial microbes for sustainable agriculture. To our knowledge, this is the first report to use B. naejangsanensis strains as a new biocontrol agent against F. redolens, a new pathogen of chickpea plants causing Fusarium yellows disease in Algeria.
- MeSH
- antibióza * MeSH
- biologická ochrana farmakologie MeSH
- Burkholderiales genetika růst a vývoj metabolismus MeSH
- Cicer * mikrobiologie růst a vývoj MeSH
- endofyty izolace a purifikace genetika klasifikace fyziologie metabolismus MeSH
- fosfáty metabolismus MeSH
- Fusarium * růst a vývoj fyziologie genetika MeSH
- fylogeneze MeSH
- kořeny rostlin mikrobiologie MeSH
- kyseliny indoloctové metabolismus MeSH
- nemoci rostlin * mikrobiologie prevence a kontrola MeSH
- regulátory růstu rostlin metabolismus MeSH
- RNA ribozomální 16S * genetika MeSH
- Publikační typ
- časopisecké články MeSH
- Geografické názvy
- Alžírsko MeSH
Abstract Phoma stem canker (blackleg) is a disease of world-wide importance on oilseed rape (Brassica napus) and can cause serious losses for crops globally. The disease is caused by dothideomycetous fungus, Leptosphaeria maculans, which is highly virulent/aggressive. Cyclophilins (CYPs) and FK506-binding proteins (FKBPs) are ubiquitous proteins belonging to the peptidyl-prolyl cis/trans isomerase (PPIase) family. They are collectively referred to as immunophilins (IMMs). In the present study, IMM genes, CYP and FKBP in haploid strain v23.1.3 of L. maculans genome, were identified and classified. Twelve CYPs and five FKBPs were determined in total. Domain architecture analysis revealed the presence of a conserved cyclophilin-like domain (CLD) in the case of CYPs and FKBP_C in the case of FKBPs. Interestingly, IMMs in L. maculans also subgrouped into single domain (SD) and multidomain (MD) proteins. They were primarily found to be localized in cytoplasm, nuclei, and mitochondria. Homologous and orthologous gene pairs were also determined by comparison with the model organism Saccharomyces cerevisiae. Remarkably, IMMs of L. maculans contain shorter introns in comparison to exons. Moreover, CYPs, in contrast with FKBPs, contain few exons. However, two CYPs were determined as being intronless. The expression profile of IMMs in both mycelium and infected primary leaves of B. napus demonstrated their potential role during infection. Secondary structure analysis revealed the presence of atypical eight β strands and two α helices fold architecture. Gene ontology analysis of IMMs predicted their significant role in protein folding and PPIase activity. Taken together, our findings for the first time present new prospects of this highly conserved gene family in phytopathogenic fungus.
- MeSH
- Ascomycota genetika MeSH
- Brassica napus mikrobiologie MeSH
- fungální proteiny genetika MeSH
- fylogeneze MeSH
- genom fungální MeSH
- genová ontologie MeSH
- imunofiliny chemie genetika MeSH
- konzervovaná sekvence MeSH
- molekulární sekvence - údaje MeSH
- nemoci rostlin mikrobiologie MeSH
- sekvence aminokyselin MeSH
- terciární struktura proteinů MeSH
- transkriptom MeSH
- Publikační typ
- časopisecké články MeSH
- práce podpořená grantem MeSH
Applications of causal techniques to neural time series have increased extensively over last decades, including a wide and diverse family of methods focusing on electroencephalogram (EEG) analysis. Besides connectivity inferred in defined frequency bands, there is a growing interest in the analysis of cross-frequency interactions, in particular phase and amplitude coupling and directionality. Some studies show contradicting results of coupling directionality from high frequency to low frequency signal components, in spite of generally considered modulation of a high-frequency amplitude by a low-frequency phase. We have compared two widely used methods to estimate the directionality in cross frequency coupling: conditional mutual information (CMI) and phase slope index (PSI). The latter, applied to infer cross-frequency phase-amplitude directionality from animal intracranial recordings, gives opposite results when comparing to CMI. Both metrics were tested in a numerically simulated example of unidirectionally coupled Rössler systems, which helped to find the explanation of the contradictory results: PSI correctly estimates the lead/lag relationship which, however, is not generally equivalent to causality in the sense of directionality of coupling in nonlinear systems, correctly inferred by using CMI with surrogate data testing.
- MeSH
- elektroencefalografie * metody MeSH
- lidé MeSH
- modely neurologické MeSH
- mozek fyziologie MeSH
- nelineární dynamika * MeSH
- počítačová simulace MeSH
- počítačové zpracování signálu MeSH
- zvířata MeSH
- Check Tag
- lidé MeSH
- zvířata MeSH
- Publikační typ
- časopisecké články MeSH
- práce podpořená grantem MeSH
- srovnávací studie MeSH
... 27 c) The complex problem of causality 29 d) Models of spatial assignment 31 -- Conclusions and remaining ... ... METHODOLOGICAL CONSIDERATIONS 81 a) The inevitability of the causal involvement of mechanics 81 b) The ... ... INFERRING EVOLUTIONARY ORIGINS; -- CONCEPTUAL CONSIDERATIONS AND PROBLEMS 84 a) Segmentation in the rostral ...
Acta Universitatis Carolinae, ISSN 0567-8250 158. Medica - monographia
1st ed. 165 s. : il. ; 23 cm
- MeSH
- Chordata MeSH
- embryonální vývoj MeSH
- epigeneze genetická MeSH
- fylogeneze MeSH
- hlava embryologie MeSH
- mezoderm MeSH
- somity MeSH
- Publikační typ
- monografie MeSH
- Konspekt
- Biologické vědy
- NLK Obory
- biologie
- biologie
During recent years, a new disease of Siberian fir (A. sibirica) emerged in Central Siberia, exhibiting symptoms of stem/branch deformation, cambium necrosis, and dieback of branches and twigs, the causal agent remaining unknown. The aim was to identify agent of the disease and to investigate its pathogenicity to A. sibirica and Norway spruce (Picea abies). Symptomatic tissues of fir were subjected to pure culture isolation of anticipated pathogen(s). Obtained isolates were subjected to molecular identification, phylogenetic analyses, and pathogenicity tests with A. sibirica saplings, and seeds and seedlings of A. sibirica and P. abies. The study demonstrated that, (i) most commonly isolated fungus from canker wounds of A. sibirica exhibited Acremonium-like anamorphs; (ii) phylogeny demonstrated that investigated fungi belong to genus Corinectria, but are genetically well separated from other worldwide known Corinectria spp.; (iii) one species of isolated fungi has the capacity to cause the disease and kill A. sibirica saplings and seedlings, but also seedlings of P. abies. Guidelines for future research were defined in order to generate needed information on species description, its origin and ecology, and estimation of potential risks upon the eventual invasion of the pathogen to new geographic areas, in particular of Europe.
- MeSH
- fylogeneze MeSH
- jedle mikrobiologie MeSH
- mikroskopie elektronová rastrovací MeSH
- Nectria genetika patogenita ultrastruktura MeSH
- nemoci rostlin mikrobiologie MeSH
- Publikační typ
- časopisecké články MeSH
- práce podpořená grantem MeSH
- Geografické názvy
- Sibiř MeSH
[1st ed.] viii, 223 s.