117 research outputs found

    Analyse des leviers : effets de colinéarité et hiérarchisation des impacts dans les études de marché et sociales

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    AbstractLinear regression is used in Market Research but faces difficulties due to multicollinearity. Other methods have been considered.A demonstration of the equality between lmg-Shapley and and Johnson methods for Variance Decomposition has been proposed. Also this research has shown that the decomposition proposed by Fabbris is not identical to those proposed by Genizi and Johnson, and that the CAR scores of two predictors do not equalize when their correlation tends towards 1. A new method, weifila (weighted first last) has been proposed and published in 2015.Also we have shown that permutation importance using Random Forest enables to take into account non linear relationships and deserves broader usage in Marketing Research.Regarding Bayesian Networks, there are multiple solutions available and expert driven restrictions and decisions support the recommendation to be careful in their usage and presentation, even if they allow to explore possible structures and make simulations.In the end, weifila or random forests are recommended instead of lmg-Shapley knowing that the benefit of structural and conceptual models should not be underestimated.Keywords :Linear regression, Variable Importance, Shapley Value, Random Forests, Bayesian NetworksLa colinéarité rend difficile l’utilisation de la régression linéaire pour estimer l’importance des variables dans les études de marché. D’autres approches ont donc été utilisées.Concernant la décomposition de la variance expliquée, une démonstration de l’égalité entre les méthodes lmg-Shapley et celle de Johnson avec deux prédicteurs est proposée. Il a aussi été montré que la méthode de Fabbris est différente des méthodes de Genizi et Johnson et que les CAR scores de deux prédicteurs ne s’égalisent pas lorsque leur corrélation tend vers 1.Une méthode nouvelle, weifila (weighted first last) a été définie et publiée en 2015.L’estimation de l’importance des variables avec les forêts aléatoires a également été analysée et les résultats montrent une bonne prise en compte des non-linéarités.Avec les réseaux bayésiens, la multiplicité des solutions et le recours à des restrictions et choix d’expert militent pour utilisation prudente même si les outils disponibles permettent une aide dans le choix des modèles.Le recours à weifila ou aux forêts aléatoires est recommandé plutôt que lmg-Shapley sans négliger les approches structurelles et les modèles conceptuels.Mots clés :régression, décomposition de la variance, importance, valeur de Shapley, forêts aléatoires, réseaux bayésiens

    MT1-MMP regulates urothelial cell invasion via transcriptional regulation of Dickkopf-3

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    Membrane type-1 matrix metalloproteinase (MT1-MMP) is a zinc-binding endopeptidase, which plays a crucial role in tumour growth, invasion and metastasis. We have shown previously that MT1-MMP has higher expression levels in the human urothelial cell carcinoma (UCC) tissue. We show here that siRNA against MT1-MMP blocks invasion in UCC cell lines. Invasion is also blocked by broad-spectrum protease and MMP inhibitors including tissue inhibitor of metalloproteinase-1 and -2. Membrane type-1-MMP can also regulate transcription. We have used expression arrays to identify genes that are differentially transcribed when siRNA is used to suppress MT1-MMP expression. Upon MT1-MMP knockdown, Dickkopf-3 (DKK3) expression was highly upregulated. The stability of DKK3 mRNA was unaffected under these conditions, suggesting transcriptional regulation of DKK3 by MT1-MMP. Dickkopf-3 has been previously shown to inhibit invasion. We confirm that the overexpression of DKK3 leads to decreased invasive potential as well as delayed wound healing. We show for the first time that the effects of MT1-MMP on cell invasion are mediated in part through changes in DKK3 gene transcription

    Direct Comparison of Distant Optical Lattice Clocks at the 10−1610^{-16} Uncertainty

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    Fiber-based remote comparison of 87^{87}Sr lattice clocks in 24 km distant laboratories is demonstrated. The instability of the comparison reaches 5×10−165\times10^{-16} over an averaging time of 1000 s, which is two orders of magnitude shorter than that of conventional satellite links and is limited by the instabilities of the optical clocks. By correcting the systematic shifts that are predominated by the differential gravitational redshift, the residual fractional difference is found to be (1.0±7.3)×10−16(1.0\pm7.3)\times10^{-16}, confirming the coincidence between the two clocks. The accurate and speedy comparison of distant optical clocks paves the way for a future optical redefinition of the second

    Theory and applications of atomic and ionic polarizabilities

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    Atomic polarization phenomena impinge upon a number of areas and processes in physics. The dielectric constant and refractive index of any gas are examples of macroscopic properties that are largely determined by the dipole polarizability. When it comes to microscopic phenomena, the existence of alkaline-earth anions and the recently discovered ability of positrons to bind to many atoms are predominantly due to the polarization interaction. An imperfect knowledge of atomic polarizabilities is presently looming as the largest source of uncertainty in the new generation of optical frequency standards. Accurate polarizabilities for the group I and II atoms and ions of the periodic table have recently become available by a variety of techniques. These include refined many-body perturbation theory and coupled-cluster calculations sometimes combined with precise experimental data for selected transitions, microwave spectroscopy of Rydberg atoms and ions, refractive index measurements in microwave cavities, ab initio calculations of atomic structures using explicitly correlated wave functions, interferometry with atom beams, and velocity changes of laser cooled atoms induced by an electric field. This review examines existing theoretical methods of determining atomic and ionic polarizabilities, and discusses their relevance to various applications with particular emphasis on cold-atom physics and the metrology of atomic frequency standards.Comment: Review paper, 44 page

    MMP28 (epilysin) as a novel promoter of invasion and metastasis in gastric cancer

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    Background\ud The purpose of this study was to investigate invasion and metastasis related genes in gastric cancer.\ud \ud Methods\ud The transwell migration assay was used to select a highly invasive sub-line from minimally invasive parent gastric cancer cells, and gene expression was compared using a microarray. MMP28 upregulation was confirmed using qRT-PCR. MMP28 immunohistochemistry was performed in normal and gastric cancer specimens. Invasiveness and tumor formation of stable cells overexpressing MMP28 were tested in vitro and in vivo.\ud \ud Results\ud MMP28 was overexpressed in the highly invasive sub-cell line. Immunohistochemistry revealed MMP28 expression was markedly increased in gastric carcinoma relative to normal epithelia, and was significantly associated with depth of tumor invasion, lymph node metastasis and poorer overall survival. Ectopic expression of MMP28 indicated MMP28 promoted tumor cell invasion in vitro and increased gastric carcinoma metastasis in vivo.\ud \ud Conclusions\ud This study indicates MMP28 is frequently overexpressed during progression of gastric carcinoma, and contributes to tumor cell invasion and metastasis. MMP28 may be a novel therapeutic target for prevention and treatment of metastases in gastric cancer

    Human matrix metalloproteinases: An ubiquitarian class of enzymes involved in several pathological processes

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    Human matrix metalloproteinases (MMPs) belong to the M10 family of the MA clan of endopeptidases. They are ubiquitarian enzymes, structurally characterized by an active site where a Zn(2+) atom, coordinated by three histidines, plays the catalytic role, assisted by a glutamic acid as a general base. Various MMPs display different domain composition, which is very important for macromolecular substrates recognition. Substrate specificity is very different among MMPs, being often associated to their cellular compartmentalization and/or cellular type where they are expressed. An extensive review of the different MMPs structural and functional features is integrated with their pathological role in several types of diseases, spanning from cancer to cardiovascular diseases and to neurodegeneration. It emerges a very complex and crucial role played by these enzymes in many physiological and pathological processes

    Home and Online Management and Evaluation of Blood Pressure (HOME BP) using a digital intervention in poorly controlled hypertension: randomised controlled trial

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    Objective: The HOME BP (Home and Online Management and Evaluation of Blood Pressure) trial aimed to test a digital intervention for hypertension management in primary care by combining self-monitoring of blood pressure with guided self-management. Design: Unmasked randomised controlled trial with automated ascertainment of primary endpoint. Setting: 76 general practices in the United Kingdom. Participants: 622 people with treated but poorly controlled hypertension (>140/90 mm Hg) and access to the internet. Interventions: Participants were randomised by using a minimisation algorithm to self-monitoring of blood pressure with a digital intervention (305 participants) or usual care (routine hypertension care, with appointments and drug changes made at the discretion of the general practitioner; 317 participants). The digital intervention provided feedback of blood pressure results to patients and professionals with optional lifestyle advice and motivational support. Target blood pressure for hypertension, diabetes, and people aged 80 or older followed UK national guidelines. Main outcome measures: The primary outcome was the difference in systolic blood pressure (mean of second and third readings) after one year, adjusted for baseline blood pressure, blood pressure target, age, and practice, with multiple imputation for missing values. Results: After one year, data were available from 552 participants (88.6%) with imputation for the remaining 70 participants (11.4%). Mean blood pressure dropped from 151.7/86.4 to 138.4/80.2 mm Hg in the intervention group and from 151.6/85.3 to 141.8/79.8 mm Hg in the usual care group, giving a mean difference in systolic blood pressure of −3.4 mm Hg (95% confidence interval −6.1 to −0.8 mm Hg) and a mean difference in diastolic blood pressure of −0.5 mm Hg (−1.9 to 0.9 mm Hg). Results were comparable in the complete case analysis and adverse effects were similar between groups. Within trial costs showed an incremental cost effectiveness ratio of £11 ($15, €12; 95% confidence interval £6 to £29) per mm Hg reduction. Conclusions: The HOME BP digital intervention for the management of hypertension by using self-monitored blood pressure led to better control of systolic blood pressure after one year than usual care, with low incremental costs. Implementation in primary care will require integration into clinical workflows and consideration of people who are digitally excluded. Trial registration: ISRCTN13790648
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