An Automatic Approach for Learning and Tuning Gaussian Interval Type-2 Fuzzy Membership Functions Applied to Lung CAD Classification System

The potential of type-2 fuzzy sets for managing high levels of uncertainty in the subjective knowledge of experts or of numerical information has focused on control and pattern classification systems in recent years. One of the main challenges in designing a type-2 fuzzy logic system is how to estimate the parameters of type-2 fuzzy membership function (T2MF) and the Footprint of Uncertainty (FOU) from imperfect and noisy datasets. This paper presents an automatic approach for learning and tuning Gaussian interval type-2 membership functions (IT2MFs) with application to multi-dimensional pattern classification problems. T2MFs and their FOUs are tuned according to the uncertainties in the training dataset by a combination of genetic algorithm (GA) and crossvalidation techniques. In our GA-based approach, the structure of the chromosome has fewer genes than other GA methods and chromosome initialization is more precise. The proposed approach addresses the application of the interval type-2 fuzzy logic system (IT2FLS) for the problem of nodule classification in a lung Computer Aided Detection (CAD) system. The designed IT2FLS is compared with its type-1 fuzzy logic system (T1FLS) counterpart. The results demonstrate that the IT2FLS outperforms the T1FLS by more than 30% in terms of classification accuracy.

Oxytocin response to an experimental psychosocial challenge in adults exposed to traumatic experiences during childhood or adolescence.

Long-term implications of the exposure to traumatizing experiences during childhood or adolescence, such as sexual abuse, or cancer, have been documented, namely the subjects' response to an acute stress in adulthood. Several indicators of the stress response have been considered (e.g. cortisol, heart rate). Oxytocin (OT) response to an acute stress of individuals exposed to trauma has not been documented. Eighty subjects (n=26 women who had experienced episodes of child abuse, n=25 men and women healthy survivors of cancer in childhood or adolescence, and 29 controls) have been submitted to a laboratory session involving an experimental stress challenge, the Trier social stress test. Overall, there was a clear OT response to the psychosocial challenge. Subjects having experienced a childhood/adolescence life-threatening illness had higher mean levels of OT than both abused and control subjects. There was a moderate negative relationship between OT and salivary cortisol. It is suggested that an acute stress stimulates OT secretion, and that the exposure to enduring life-threatening experiences in childhood/adolescence has long-lasting consequences regarding the stress system and connected functions, namely the activation of OT secretion. Better knowledge of such long-term implications is important so that to prevent dysregulations of the stress responses, which have been shown to be associated to the individual's mental health.

Analyse fonctionnelle et moléculaire d'un nouveau gène (VIT32) impliqué dans le mécanisme d'action de la vasopressine

Résumé Les mécanismes de régulation de la réabsorption fine du sodium dans la partie distale (tube distal et tube collecteur) du néphron ont un rôle essentiel dans le maintien de l'homéostasie de la composition ionique et du volume des fluides extracellulaires. Ces mécanismes permettent le maintien de la pression sanguine. Dans la cellule principale du tube collecteur cortical (CCD), le taux de réabsorption de sodium dépend essentiellement de l'activité du canal épithélial à sodium (ENaC) à la membrane apicale et de la pompe sodium-potassium-adénosine-triphosphatase (Na+-K±ATPase) à la membrane basolatérale. L'activité de ces deux molécules de transport est en partie régulée par des hormones dont l'aldostérone, la vasopressine et l'insuline. Dans les cellules principales de CCD, la vasopressine régule le transport de sodium en deux étapes : une étape précoce dite « non-génomique » et une étape tardive dite « génotnique ». Durant l'étape précoce, la vasopressine régule l'expression de gènes, dont certains peuvent être impliqués dans le transport de sodium, comme ENaC et la Na+ -K+ATP ase. Le but de mon travail a été d'étudier l'implication d'une protéine appelée VIP32 (vasopressin induced protein : VIP) dans le transport de sodium. L'expression de VIP32 est augmentée par la vasopressine dans les cellules principales de CCD. Dans l'ovocyte de Xenopus laevis utilisé comme système d'expression hétérologue, nous avons montré que l'expression de VIP32 provoque la maturation méiotique de l'ovocyte par l'activation de la voie des MAPK (mitogen-activated protein kinase : MAPK) et du facteur de promotion méiotique (MPF). La co-expression d'ENaC et de VIP32 diminue l'activité d'ENaC de façon sélective, par l'activation de la voie des MAPK, sans affecter l'expression du canal à la surface membranaire. Nous avons également montré que la régulation de l'activité d'ENaC par la voie des MAPK est dépendante du mécanisme de régulation d'ENaC lié à un motif du canal appelé PY. Ce motif est impliqué dans le contrôle de la probabilité d'ouverture ainsi que l'expression à la surface membranaire d'ENaC. Dans les cellules principales, VIP32 par l'activation de la voie des MAPK peut être impliqué dans la régulation négative du transport transépithélial qui a lieu après plusieurs heures de traitement à la vasopressine. Le tube collecteur de reins normaux présente un taux basal significatif d'activité de la voie MAPK MEK1/2-ERK1/2. Dans la lignée mpkCCDc14 de cellules principales de CCD de souris, que nous avons utilisé pour cette partie du travail, nous avons montré la présence d'un taux basal d'activité d'ERK1/2 (pERK1/2). L'aldostérone et la vasopressine, connus pour stimuler le courant sodique transépithélial dans le CCD, ne changeaient pas le taux basal de pERK1/2. Le transport de sodium transépithélial basal, ou stimulé par l'aldostérone ou la vasopressine est diminué par l'effet de PD98059, un inhibiteur de MEK1/2 qui diminue parallèlement le taux de pERK1/2. Nous avons également montré dans des cellules non stimulées, ou stimulées par de l'aldostérone ou de la vasopressine, que l'activité de la Na+-K+ ATPase, mais pas celle d'ENaC est inhibée par des traitements avec différents inhibiteurs de MEK1/2. Par un marquage de la Na±-K+ATPase à la surface membranaire nous avons montré que la voie d'ERK1/2 contrôle l'activité intrinsèque de la Na+-K+ ATPase, plutôt que son expression à la surface membranaire. Ces données ont montré que l'activité de la Na+-K+ATPase et le transport transépithélial de sodium sont contrôlés par l'activité basal et constitutive de la voie d'ERK1/2. Summary The regulation of sodium reabsorption in the distal nephron (distal tubule and cortical collecting duct) in the kidney plays an essential role in the control of extracellular fluids composition and volume, and thereby blood pressure. In the principal cell of the collecting duct (CCD), the level of sodium reabsorption mainlly depends on the activity of both epithlial sodium channel (ENaC) and sodium-potassium-adenosine-triphosphatase (Na+-K+ATPase). The activity of these two transporters is regulated by hormones especially aldosterone, vasopressin and insuline.In the principal cell of the CCD, vasopressin regulates sodium transport via a short-term effect and a late genomic effect. During the genomic effect vasopressin activates a complex network of vasopressin-dependent genes involved in the regulation of sodium transport as ENaC and Na+-K+ATPase. We were interested in the role of a recently identified vasopressin induced protein (VIP32) and its implication in the regulation of sodium transport in principal cell of the CCD. The Xenopus oocyte expression system revealed two functions : expressed alone VIP32 rapidly induces oocyte meiotic maturation through the activation of the mitogen-activated protein kinase (MAPK) pathway and the meiotic promoting factor and when co-expressed with ENaC, V1P32 selectively dowrn-egulates channel activity, but not channel cell surface expression. We have shown that the ENaC downregulation mediated by the activation of the MAPK pathway is related to the PY motif of ENaC. This motif is implicated in ENaC cell surface expression and open probability regulation. In the kidney principal cell, VIP32 through the activation of MAPK pathway may be involved in the downregulation of transepithelial sodium transport observed within a few hours after vasopressin treatment. The collecting duct of normal kidney exhibits significant activity of the MEK1/2-ERK1/2 MAPK pathway. Using in vitro cultured mpkCCDc14 principal cells we have shown a significant basal level of ERK1/2 activity (pERK1/2). Aldosterone and vasopressin, known to upregulate sodium reabsorption in CCDs, did not change ERK1/2 activity. Basal and aldosterone- or vasopressin-stimulated sodium transport were downregulated by the MEK1/2 inhibitor PD98059 in parallel with a decrease in pERK1/2 in vitro. The activity of Na+-K+ATPase but not that of ENaC was inhibited by MEK1/2 inhibitors in both, unstimulated and aldosterone- or vasopressin-stimulated CCDs in vitro. Cell surface labelling showed that intrinsic activity rather than cell surface expression of Na+-K+ATPase was controlled by pERK1/2. Our data demonstrate that basal constitutive activity of ERK1/2 pathway controls Na+-K+ATPase activity and transepithelial sodium transport in the principal cell. Résumé tout public Les mécanismes de régulation de la réabsorption fine du sodium dans la partie distale du néphron (l'unité fonctionnelle du rein) ont un rôle essentiel dans le maintien de l'homéostasie de la composition et du volume des fluides extracellulaires. Ces mécanismes permettent de maintenir une pression sanguine effective. Dans les cellules principales du tube collecteur, une région spécifique du néphron distal, le transport de sodium dépend essentiellement de l'activité de deux transporteurs de sodium : le canal épithélial à sodium (ENaC) et la pompe sodium-potassium-adénosine-triphosphatase (Na+-K+ATPase). Afin de répondre aux besoins de l'organisme, l'activité de ces deux molécules de transport est en partie régulée par des hormones dont l'aldostérone, la vasopressine et l'insuline. Dans les cellules principales du tube collecteur, la vasopressine régule le transport de sodium en deux étapes : une étape rapide et une étape lente dite « génomique ». Durant l'étape lente, la vasopressine régule l'expression de gènes pouvant être impliqués dans le transport de sodium, dont notamment ceux d'ENaC et de la Na+-K+ATPase. Parmi les gènes dont l'expression est augmentée par la vasopressine, celui de VIP32 (vasopressin induced protein : VIP) fait l'objet de cette étude. Le but de mon travail a été d'étudier, dans un système d'expression hétérologue (l'ovocyte de Xenopus leavis), l'implication de VIP32 dans le transport de sodium. Nous avons montré que VIP32 est capable d'activer un mécanisme moléculaire en cascade appelé MAPK (mitogen-activated protein kinase : MAPK) et est aussi capable de diminuer l'activité d'ENaC. Parallèlement, dans une lignée de cellules principales de tube collecteur les mpkCCDc14, nous avons montré que le taux basal d'activité de la cascade MAPK est capable de réguler l'activité de la Na+-K+ATPase, tandis qu'il n'influence pas l'activité d'ENaC.

Oxytocin response to an experimental psychosocial challenge in adults exposed to traumatic experiences during childhood or adolescence.

Long-term implications of the exposure to traumatizing experiences during childhood or adolescence, such as sexual abuse, or cancer, have been documented, namely the subjects' response to an acute stress in adulthood. Several indicators of the stress response have been considered (e.g. cortisol, heart rate). Oxytocin (OT) response to an acute stress of individuals exposed to trauma has not been documented. Eighty subjects (n=26 women who had experienced episodes of child abuse, n=25 men and women healthy survivors of cancer in childhood or adolescence, and 29 controls) have been submitted to a laboratory session involving an experimental stress challenge, the Trier social stress test. Overall, there was a clear OT response to the psychosocial challenge. Subjects having experienced a childhood/adolescence life-threatening illness had higher mean levels of OT than both abused and control subjects. There was a moderate negative relationship between OT and salivary cortisol. It is suggested that an acute stress stimulates OT secretion, and that the exposure to enduring life-threatening experiences in childhood/adolescence has long-lasting consequences regarding the stress system and connected functions, namely the activation of OT secretion. Better knowledge of such long-term implications is important so that to prevent dysregulations of the stress responses, which have been shown to be associated to the individual's mental health.

A novel vasopressin-induced transcript promotes MAP kinase activation and ENaC downregulation.

In the principal cell of the renal collecting duct, vasopressin regulates the expression of a gene network responsible for sodium and water reabsorption through the regulation of the water channel and the epithelial sodium channel (ENaC). We have recently identified a novel vasopressin-induced transcript (VIT32) that encodes for a 142 amino acid vasopressin-induced protein (VIP32), which has no homology with any protein of known function. The Xenopus oocyte expression system revealed two functions: (i) when injected alone, VIT32 cRNA rapidly induces oocyte meiotic maturation through the activation of the maturation promoting factor, the amphibian homolog of the universal M phase trigger Cdc2/cyclin; and (ii) when co-injected with the ENaC, VIT32 cRNA selectively downregulates channel activity, but not channel cell surface expression. In the kidney principal cell, VIP32 may be involved in the downregulation of transepithelial sodium transport observed within a few hours after vasopressin treatment. VIP32 belongs to a novel gene family ubiquitously expressed in oocyte and somatic cells that may be involved in G to M transition and cell cycling.

Change points detection in crime-related time series: an on-line fuzzy approach based on a shape space representation

The extension of traditional data mining methods to time series has been effectively applied to a wide range of domains such as finance, econometrics, biology, security, and medicine. Many existing mining methods deal with the task of change points detection, but very few provide a flexible approach. Querying specific change points with linguistic variables is particularly useful in crime analysis, where intuitive, understandable, and appropriate detection of changes can significantly improve the allocation of resources for timely and concise operations. In this paper, we propose an on-line method for detecting and querying change points in crime-related time series with the use of a meaningful representation and a fuzzy inference system. Change points detection is based on a shape space representation, and linguistic terms describing geometric properties of the change points are used to express queries, offering the advantage of intuitiveness and flexibility. An empirical evaluation is first conducted on a crime data set to confirm the validity of the proposed method and then on a financial data set to test its general applicability. A comparison to a similar change-point detection algorithm and a sensitivity analysis are also conducted. Results show that the method is able to accurately detect change points at very low computational costs. More broadly, the detection of specific change points within time series of virtually any domain is made more intuitive and more understandable, even for experts not related to data mining.

Identification of different heart tissues from MRI C-SENC images using an unsupervised multi-stage fuzzy clustering technique.

PURPOSE: To objectively characterize different heart tissues from functional and viability images provided by composite-strain-encoding (C-SENC) MRI. MATERIALS AND METHODS: C-SENC is a new MRI technique for simultaneously acquiring cardiac functional and viability images. In this work, an unsupervised multi-stage fuzzy clustering method is proposed to identify different heart tissues in the C-SENC images. The method is based on sequential application of the fuzzy c-means (FCM) and iterative self-organizing data (ISODATA) clustering algorithms. The proposed method is tested on simulated heart images and on images from nine patients with and without myocardial infarction (MI). The resulting clustered images are compared with MRI delayed-enhancement (DE) viability images for determining MI. Also, Bland-Altman analysis is conducted between the two methods. RESULTS: Normal myocardium, infarcted myocardium, and blood are correctly identified using the proposed method. The clustered images correctly identified 90 +/- 4% of the pixels defined as infarct in the DE images. In addition, 89 +/- 5% of the pixels defined as infarct in the clustered images were also defined as infarct in DE images. The Bland-Altman results show no bias between the two methods in identifying MI. CONCLUSION: The proposed technique allows for objectively identifying divergent heart tissues, which would be potentially important for clinical decision-making in patients with MI.

Fuzzy logic algorithm to extract specific interaction forces from atomic force microscopy data

The atomic force microscope is not only a very convenient tool for studying the topography of different samples, but it can also be used to measure specific binding forces between molecules. For this purpose, one type of molecule is attached to the tip and the other one to the substrate. Approaching the tip to the substrate allows the molecules to bind together. Retracting the tip breaks the newly formed bond. The rupture of a specific bond appears in the force-distance curves as a spike from which the binding force can be deduced. In this article we present an algorithm to automatically process force-distance curves in order to obtain bond strength histograms. The algorithm is based on a fuzzy logic approach that permits an evaluation of "quality" for every event and makes the detection procedure much faster compared to a manual selection. In this article, the software has been applied to measure the binding strength between tubuline and microtubuline associated proteins.

The Human Mesenchymal Stromal Cell-Derived Osteocyte Capacity to Modulate Dendritic Cell Functions Is Strictly Dependent on the Culture System.

In vitro differentiation of mesenchymal stromal cells (MSC) into osteocytes (human differentiated osteogenic cells, hDOC) before implantation has been proposed to optimize bone regeneration. However, a deep characterization of the immunological properties of DOC, including their effect on dendritic cell (DC) function, is not available. DOC can be used either as cellular suspension (detached, Det-DOC) or as adherent cells implanted on scaffolds (adherent, Adh-DOC). By mimicking in vitro these two different routes of administration, we show that both Det-DOC and Adh-DOC can modulate DC functions. Specifically, the weak downregulation of CD80 and CD86 caused by Det-DOC on DC surface results in a weak modulation of DC functions, which indeed retain a high capacity to induce T-cell proliferation and to generate CD4(+)CD25(+)Foxp3(+) T cells. Moreover, Det-DOC enhance the DC capacity to differentiate CD4(+)CD161(+)CD196(+) Th17-cells by upregulating IL-6 secretion. Conversely, Adh-DOC strongly suppress DC functions by a profound downregulation of CD80 and CD86 on DC as well as by the inhibition of TGF-β production. In conclusion, we demonstrate that different types of DOC cell preparation may have a different impact on the modulation of the host immune system. This finding may have relevant implications for the design of cell-based tissue-engineering strategies.