Machine learning algorithms for spatial data. Case studies: Environmental pollution, natural hazards, renewable resources

This paper presents general problems and approaches for the spatial data analysis using machine learning algorithms. Machine learning is a very powerful approach to adaptive data analysis, modelling and visualisation. The key feature of the machine learning algorithms is that they learn from empirical data and can be used in cases when the modelled environmental phenomena are hidden, nonlinear, noisy and highly variable in space and in time. Most of the machines learning algorithms are universal and adaptive modelling tools developed to solve basic problems of learning from data: classification/pattern recognition, regression/mapping and probability density modelling. In the present report some of the widely used machine learning algorithms, namely artificial neural networks (ANN) of different architectures and Support Vector Machines (SVM), are adapted to the problems of the analysis and modelling of geo-spatial data. Machine learning algorithms have an important advantage over traditional models of spatial statistics when problems are considered in a high dimensional geo-feature spaces, when the dimension of space exceeds 5. Such features are usually generated, for example, from digital elevation models, remote sensing images, etc. An important extension of models concerns considering of real space constrains like geomorphology, networks, and other natural structures. Recent developments in semi-supervised learning can improve modelling of environmental phenomena taking into account on geo-manifolds. An important part of the study deals with the analysis of relevant variables and models' inputs. This problem is approached by using different feature selection/feature extraction nonlinear tools. To demonstrate the application of machine learning algorithms several interesting case studies are considered: digital soil mapping using SVM, automatic mapping of soil and water system pollution using ANN; natural hazards risk analysis (avalanches, landslides), assessments of renewable resources (wind fields) with SVM and ANN models, etc. The dimensionality of spaces considered varies from 2 to more than 30. Figures 1, 2, 3 demonstrate some results of the studies and their outputs. Finally, the results of environmental mapping are discussed and compared with traditional models of geostatistics.

Novel relationship between Vegf expression and retinal pigmented epithelium permeability following light damage in the mouse retina

Purpose:In the retina, the balance between pro- and anti-angiogenic factors is critical for angiogenesis control but is also involved in cell survival and maintenance. For instance, the anti-angiogenic factor PEDF is neuroprotective for photoreceptors (PRs) in models of retinal degeneration. We previously reported upregulation of VEGF (24h to 48h post lesion) in the light-damage (LD) model. Furthermore, systemic delivery of PEDF, as well as lentiviral gene transfer of an anti-VEGF antibody rescue PRs from cell death. Studies in vitro show that VEGF induces retinal endothelial cells apoptosis via the alteration of the Akt1/p38 MAPK signalling pathway under hypoxic conditions. Thus, in this study, we investigate the effect of high levels of VEGF on retinal pigmented epithelium (RPE) permeability and molecular targets expression after light-induced PR degeneration. Methods:To characterize the action of VEGF in the retina during the course of LD, we exposed adult Balb/c mice to 5'000 lux for 1h, and we collected neural retinas and eye-cups (containing RPE) at different time points after the LD. We analysed protein expression by Elisa and Western blotting. In order to study RPE cell permeability after the LD we stained β-catenin on flat mounted RPE. Results:In the neural retina, preliminary results indicate that high levels of VEGF induce a significant upregulation of VEGF receptor 2, whereas VEGF receptor 1 expression is decreased. Concomitantly with VEGF upregulation, LD increases the Src phosphorylation between 24h to 48h. Furthermore, we observe that β-catenin translocates to the cytoplasm of RPE cells between 24h to 36h after the lesion, indicating an increase on the RPE permeability, which could contribute indirectly to the deleterious effect of VEGF observed during light-induced PR apoptosis. Conclusions:This study further involves VEGF in LD and highlights the prime importance of angiogenic factor balance for PR survival. Our results suggest that PR apoptosis is augmented by RPE cell permeability, which may induce high level of VEGF and could be deleterious. The specific action of RPE permeability on PR survival and the role of Src in the retina are under investigation.

Factors Supporting Cysteine Tolerance and Sulfite Production in Candida albicans.

The amino acid cysteine has long been known to be toxic at elevated levels for bacteria, fungi, and humans. However, mechanisms of cysteine tolerance in microbes remain largely obscure. Here we show that the human pathogenic yeast Candida albicans excretes sulfite when confronted with increasing cysteine concentrations. Mutant construction and phenotypic analysis revealed that sulfite formation from cysteine in C. albicans relies on cysteine dioxygenase Cdg1, an enzyme with similar functions in humans. Environmental cysteine induced not only the expression of the CDG1 gene in C. albicans, but also the expression of SSU1, encoding a putative sulfite efflux pump. Accordingly, the deletion of SSU1 resulted in enhanced sensitivity of the fungal cells to both cysteine and sulfite. To study the regulation of sulfite/cysteine tolerance in more detail, we screened a C. albicans library of transcription factor mutants in the presence of sulfite. This approach and subsequent independent mutant analysis identified the zinc cluster transcription factor Zcf2 to govern sulfite/cysteine tolerance, as well as cysteine-inducible SSU1 and CDG1 gene expression. cdg1Δ and ssu1Δ mutants displayed reduced hypha formation in the presence of cysteine, indicating a possible role of the newly proposed mechanisms of cysteine tolerance and sulfite secretion in the pathogenicity of C. albicans. Moreover, cdg1Δ mutants induced delayed mortality in a mouse model of disseminated infection. Since sulfite is toxic and a potent reducing agent, its production by C. albicans suggests diverse roles during host adaptation and pathogenicity.

Effects of immunosuppressive drugs on T helper cells subsets and potential to promote tolerance in a stringent experimental transplantation model.

To achieve the goal of sustained donor-specifi c transplantation (Tx) tolerance, research efforts are now focusing on therapies based on specifi c cell subsets with regulatory properties. We and others have previously highlighted the therapeutic potential of naturally occurring CD4+CD25+Foxp3+ regulatory T cells (nTreg) in promoting long-term graft acceptance. Using more stringent experimental Tx models, we were however confronted to limitations. Indeed, while the transfer of antigenspecifi c nTreg promoted long-term MHC-mismatched skin allograft acceptance in lymphopenic mice in the absence of any immunosuppressive drug, allograft survival was only slightly prolonged when nTreg were transferred alone into non-lymphopenic mice. This suggested that in more stringent conditions, adjuvant therapies may be needed to effectively control alloreactive T cells (Teff). Whether and how the expansion of the Treg pool could be best combined with current immunosuppressive regimens in clinical settings remains to be defi ned. In this study, we have used in vitro assays and an in vivo skin Tx model to investigate the effects of various immunosuppressive drugs on the survival, proliferation and effector function of Teff and nTreg in response to alloantigens. Teff proliferation was inhibited in a dose-dependent manner by rapamycin and cyclosporine A, while anti-CD154 mAb only marginally affected Teff survival, proliferation and effector fucntion in vitro. Rapamycin promoted apoptosis of Teff as compared to nTreg that were more resistant in the presence of IL-2. In vivo, the transfer and/or expansion of Treg could be advantageously combined with rapamycin and anti-CD154 mAb treatment to signifi cantly prolong MHC-mismatched skin allografts survival in non-lymphopenic recipients. Taken together our data indicate that immunosuppressive drugs differentially target T-cell subsets and that some regimens could promote Treg expansion while controlling the Teff pool in response to alloantigens.

Evaluation of organ-specific peripheral doses after 2-dimensional, 3-dimensional and hybrid intensity modulated radiation therapy for breast cancer based on Monte Carlo and convolution/superposition algorithms: implications for secondary cancer risk assessment.

To make a comprehensive evaluation of organ-specific out-of-field doses using Monte Carlo (MC) simulations for different breast cancer irradiation techniques and to compare results with a commercial treatment planning system (TPS). Three breast radiotherapy techniques using 6MV tangential photon beams were compared: (a) 2DRT (open rectangular fields), (b) 3DCRT (conformal wedged fields), and (c) hybrid IMRT (open conformal+modulated fields). Over 35 organs were contoured in a whole-body CT scan and organ-specific dose distributions were determined with MC and the TPS. Large differences in out-of-field doses were observed between MC and TPS calculations, even for organs close to the target volume such as the heart, the lungs and the contralateral breast (up to 70% difference). MC simulations showed that a large fraction of the out-of-field dose comes from the out-of-field head scatter fluence (>40%) which is not adequately modeled by the TPS. Based on MC simulations, the 3DCRT technique using external wedges yielded significantly higher doses (up to a factor 4-5 in the pelvis) than the 2DRT and the hybrid IMRT techniques which yielded similar out-of-field doses. In sharp contrast to popular belief, the IMRT technique investigated here does not increase the out-of-field dose compared to conventional techniques and may offer the most optimal plan. The 3DCRT technique with external wedges yields the largest out-of-field doses. For accurate out-of-field dose assessment, a commercial TPS should not be used, even for organs near the target volume (contralateral breast, lungs, heart).

Effector function of human tumor-specific CD8 T cells in melanoma lesions: a state of local functional tolerance.

Although tumor-specific CD8 T-cell responses often develop in cancer patients, they rarely result in tumor eradication. We aimed at studying directly the functional efficacy of tumor-specific CD8 T cells at the site of immune attack. Tumor lesions in lymphoid and nonlymphoid tissues (metastatic lymph nodes and soft tissue/visceral metastases, respectively) were collected from stage III/IV melanoma patients and investigated for the presence and function of CD8 T cells specific for the tumor differentiation antigen Melan-A/MART-1. Comparative analysis was conducted with peripheral blood T cells. We provide evidence that in vivo-priming selects, within the available naive Melan-A/MART-1-specific CD8 T-cell repertoire, cells with high T-cell receptor avidity that can efficiently kill melanoma cells in vitro. In vivo, primed Melan-A/MART-1-specific CD8 T cells accumulate at high frequency in both lymphoid and nonlymphoid tumor lesions. Unexpectedly, however, whereas primed Melan-A/MART-1-specific CD8 T cells that circulate in the blood display robust inflammatory and cytotoxic functions, those that reside in tumor lesions (particularly in metastatic lymph nodes) are functionally tolerant. We show that both the lymph node and the tumor environments blunt T-cell effector functions and offer a rationale for the failure of tumor-specific responses to effectively counter tumor progression.

Treg-therapy allows mixed chimerism and transplantation tolerance without cytoreductive conditioning.

Establishment of mixed chimerism through transplantation of allogeneic donor bone marrow (BM) into sufficiently conditioned recipients is an effective experimental approach for the induction of transplantation tolerance. Clinical translation, however, is impeded by the lack of feasible protocols devoid of cytoreductive conditioning (i.e. irradiation and cytotoxic drugs/mAbs). The therapeutic application of regulatory T cells (Tregs) prolongs allograft survival in experimental models, but appears insufficient to induce robust tolerance on its own. We thus investigated whether mixed chimerism and tolerance could be realized without the need for cytoreductive treatment by combining Treg therapy with BM transplantation (BMT). Polyclonal recipient Tregs were cotransplanted with a moderate dose of fully mismatched allogeneic donor BM into recipients conditioned solely with short-course costimulation blockade and rapamycin. This combination treatment led to long-term multilineage chimerism and donor-specific skin graft tolerance. Chimeras also developed humoral and in vitro tolerance. Both deletional and nondeletional mechanisms contributed to maintenance of tolerance. All tested populations of polyclonal Tregs (FoxP3-transduced Tregs, natural Tregs and TGF-beta induced Tregs) were effective in this setting. Thus, Treg therapy achieves mixed chimerism and tolerance without cytoreductive recipient treatment, thereby eliminating a major toxic element impeding clinical translation of this approach.

Flow-R, a model for susceptibility mapping of debris flows and other gravitational hazards at a regional scale: some case studies

Every year, debris flows cause huge damage in mountainous areas. Due to population pressure in hazardous zones, the socio-economic impact is much higher than in the past. Therefore, the development of indicative susceptibility hazard maps is of primary importance, particularly in developing countries. However, the complexity of the phenomenon and the variability of local controlling factors limit the use of processbased models for a first assessment. A debris flow model has been developed for regional susceptibility assessments using digital elevation model (DEM) with a GIS-based approach.. The automatic identification of source areas and the estimation of debris flow spreading, based on GIS tools, provide a substantial basis for a preliminary susceptibility assessment at a regional scale. One of the main advantages of this model is its workability. In fact, everything is open to the user, from the data choice to the selection of the algorithms and their parameters. The Flow-R model was tested in three different contexts: two in Switzerland and one in Pakistan, for indicative susceptibility hazard mapping. It was shown that the quality of the DEM is the most important parameter to obtain reliable results for propagation, but also to identify the potential debris flows sources.

Danger signaling through the inflammasome acts as a master switch between tolerance and sensitization.

Efficient priming of adaptive immunity depends on danger signals provided by innate immune pathways. As an example, inflammasome-mediated activation of caspase-1 and IL-1beta is crucial for the development of reactive T cells targeting sensitizers like dinitrofluorobenzene (DNFB). Surprisingly, DNFB and dinitrothiocyanobenzene provide cross-reactive Ags yet drive opposing, sensitizing vs tolerizing, T cell responses. In this study, we show that, in mice, inflammasome-signaling levels can be modulated to turn dinitrothiocyanobenzene into a sensitizer and DNFB into a tolerizer, and that it correlates with the IL-6 and IL-12 secretion levels, affecting Th1, Th17, and regulatory T cell development. Hence, our data provide the first evidence that the inflammasome can define the type of adaptive immune response elicited by an Ag, and hint at new strategies to modulate T cell responses in vivo.

Patterns of recovery following focal hemispheric lesions : relationship between lasting deficit and damage to specialized networks

Rapport de synthèse : Objectif : Les déficits cognitifs présents dans la phase aiguë d'une lésion hémisphérique focale ont tendance à être de nature plus importante et plus générale que les déficits résiduels qui persistent dans la phase chronique de récupération. Nous avons investigué, dans le cadre de ce travail, les modèles de récupération auditive et la relation qui se dessine entre les déficits et les dommages relatifs à des réseaux spécifiques, pris comme modèle cognitif des fonctions auditives. De nombreuses études humaines dans les domaines de la neuropsychologie, de la psychophysique ainsi que des études d'activation suggèrent que les processus de reconnaissance et de localisation sonores sont effectués par l'intermédiaire de réseaux distincts tant sur le plan anatomique que fonctionnel : il s'agit des zones de traitement du «What» et du «Where », qui sont toutes deux présentes dans les deux hémisphères. Des études ont démontré que des lésions hémisphériques focales gauches ou droites, centrées sur ces réseaux, sont associées dans la phase chronique de récupération à des déficits correspondant en ce qui concerne la reconnaissance et/ou la localisation sonore. Méthode : Dans le cadre de ce travail, nous avons analysé les résultats concernant les performances auditives chez 24 patients ayant subi des lésions hémisphériques focales avec déficits secondaires dans des tâches de reconnaissance, de localisation et/ou de perception du mouvement sonore lors d'un premier testing effectué en phase aiguë (9 patients), en phase subaiguë (6 patients) ou en phase chronique précoce (9 patients). La totalité de ces patients ont bénéficié d'un second testing en phase chronique. Les observations effectuées ont servi à l'élaboration de patterns de récupération auditive. Résultats : Tous les 24 patients avaient initialement un déficit dans le domaine de la localisation et/ou de la perception du mouvement sonore. Dans la phase aiguë, ce déficit survenait sans atteinte spécifique du réseau «Where » chez presque la moitié des patients ; en revanche, cette situation n'était jamais observée chez les patients testés en phase chronique précoce. Une absence de récupération avait tendance à être associée à un dommage spécifique au réseau concerné ainsi qu'à la persistance d'un déficit au-delà de la phase aiguë. Les déficits résiduels n'étaient par ailleurs pas strictement en lien avec la taille lésionnelle ou l'étendue de l'atteinte du réseau spécifique. Conclusion : Nos résultats suggèrent que des mécanismes distincts sous-tendent la récupération et la plasticité à différentes périodes temporelles post-lésionnelles.

Brain damage in methylmalonic aciduria: 2-methylcitrate induces cerebral ammonium accumulation and apoptosis in 3D organotypic brain cell cultures.

BACKGROUND: Methylmalonic aciduria is an inborn error of metabolism characterized by accumulation of methylmalonate (MMA), propionate and 2-methylcitrate (2-MCA) in body fluids. Early diagnosis and current treatment strategies aimed at limiting the production of these metabolites are only partially effective in preventing neurological damage. METHODS: To explore the metabolic consequences of methylmalonic aciduria on the brain, we used 3D organotypic brain cell cultures from rat embryos. We challenged the cultures at two different developmental stages with 1 mM MMA, propionate or 2-MCA applied 6 times every 12 h. In a dose-response experiment cultures were challenged with 0.01, 0.1, 0.33 and 1 mM 2-MCA. Immunohistochemical staining for different brain cell markers were used to assess cell viability, morphology and differentiation. Significant changes were validated by western blot analysis. Biochemical markers were analyzed in culture media. Apoptosis was studied by immunofluorescence staining and western blots for activated caspase-3. RESULTS: Among the three metabolites tested, 2-MCA consistently produced the most pronounced effects. Exposure to 2-MCA caused morphological changes in neuronal and glial cells already at 0.01 mM. At the biochemical level the most striking result was a significant ammonium increase in culture media with a concomitant glutamine decrease. Dose-response studies showed significant and parallel changes of ammonium and glutamine starting from 0.1 mM 2-MCA. An increased apoptosis rate was observed by activation of caspase-3 after exposure to at least 0.1 mM 2-MCA. CONCLUSION: Surprisingly, 2-MCA, and not MMA, seems to be the most toxic metabolite in our in vitro model leading to delayed axonal growth, apoptosis of glial cells and to unexpected ammonium increase. Morphological changes were already observed at 2-MCA concentrations as low as 0.01 mM. Increased apoptosis and ammonium accumulation started at 0.1 mM thus suggesting that ammonium accumulation is secondary to cell suffering and/or cell death. Local accumulation of ammonium in CNS, that may remain undetected in plasma and urine, may therefore play a key role in the neuropathogenesis of methylmalonic aciduria both during acute decompensations and in chronic phases. If confirmed in vivo, this finding might shift the current paradigm and result in novel therapeutic strategies.

Study of drug tolerance mechanisms and of the calcineurin pathway in the opportunistic pathogen "Candida albicans"

ABSTRACT :Azole antifungal drugs possess fungistatic activity in Candida albicans making this human pathogen tolerant to these agents. The conversion of azoles into fungicidal agents is of interest since their fungistatic properties increase the ability of C. albicans to develop drug resistance. In C. albicans, the phosphatase calcineurin (calcineurin) is essential for antifungal drug tolerance. Up to now, the only known target of calcineurin is Crzl, which is a transcription factor (TF) involved in responses to ionic stress. Thus, most of the components of the calcineurin signaling remain to be identified in C. albicans.In this work, the calcineurin pathway was investigated in order to i) characterize the role of calcineurin in the biology of C. albicans, ii) identify putative targets of calcineurin and iii) characterize the phenomenon of tolerance to antifungal drugs. Towards these aims, four different approaches were used.First, using C. albicans microarrays, an attempt was made to identify a set of calcineurindependent genes (CDGs). Since CDGs were highly dependent upon the external stimulus used to activate calcineurin (Ca2+ or terbinafine), this stimulus bias was bypassed by the construction of strains expressing a truncated autoactive form of calcineurin (Cmp1tr) in a doxycyclinedependent manner. The characterization of Cmpltr was undertaken and results showed that it mimicked awild-type activated calcineurin for all tested phenotypes (i.e. Cnbl-dependence, inhibition by FK506, phosphatase 2B activity, ability to dephosphorylate Crzl and to regulate Crz1-and calcineurin-dependent genes, role in antifungal drug tolerance and susceptibility, role in colony formation on Spider agar). Cmp1tr was therefore considered as a valid tool to study the calcineurin signaling pathway. In silico analysis of CDGs allowed the identification of i) a significant overlap between CDGs and genes regulated by the Cyrl signalíng pathway, ii) putative interactions between calcineurin activation and cell wall reorganization and phospholipid transport, iii) a putative interactión between calcineurin and the regulation of translation and iv) a putative relation between calcineurin and proteasome regulation. Further in silico analyses of the promoters of Crz1-independent CDGs were performed to identify TFs (other than Crz1) that were likely to regulate CDGs and therefore to be a direct target of calcineurin. The analyses revealed that Rpn4 and Mnl1 were TFs likely to be regulated by calcineurin.Second, in order to better characterize azole tolerance, an attempt was made to i) confirm the role of Hsp90 in fluconazole tolerance with a doxycycline-dependent Hsp90 expression system and ii) assess its calcineurin-dependence. Hsp90 was found to be significantly involved in fluconazole tolerance. However, results were not in agreement with the hypothesis that Hsp90 mediates fluconazole tolerance by the only downstream effector calcineurin. Rather Hsp90 is interacting with numerous components for fluconazole tolerance.Third, a collection of C. albicans TFs mutants were screened for loss of tolerance to terbinafine and fluconazole in order to identify TFs involved in antifungal drug tolerance. Out of the 265 TFs mutants screened, only the upc2Δ/Δ mutant showed a loss of fluconazole and terbinafine tolerance. Interestingly, no relation between Upc2 and calcineurin activity was found. These results suggested that the tolerance to antifungal drugs must not be only considered as a calcineurin-dependent phenomenon in C. albicans.Fourth, using FRCS analyses, an attempt was made to identify putative signs of programmed cell death (PCD) in calcineurin mutant cells upon loss of tolerance to terbinafine. A high proportion of cells died from both RO5-dependent (which is a sign of PCD) and ROS-independent (which is a sign of loss of homeostasis) processes in the calcineurin mutant. While these results suggest that calcineurin represses both loss of homeostasis and PCD, the role of calcineurin in PCD is still an open question.In conclusion, this work allowed i) the identification of several putative calcineurin targets, ii) the discovery of several links between calcineurin and signaling pathways and important biological processes and iii) the identification of novel components of calcineurin-independent mechanisms that participate in tolerance to antifungal drugs in C. albicans.RÉSUME :Les azoles sont des antifongiques qui présentent une activité fongistatique contre Candida albicans et rendent cette levure tolérante à ces agents. La conversion des azoles en agents fongicides est d'intérêts car leurs propriétés fongistatiques favorisent le développement de résistance aux drogues chez C. albicans. La calcineurine (calcineurin) est une phosphatase essentielle pour la tolérance aux antifongiques chez C. albicans. La seule cible connue de la calcineurin est Crz1, un facteur de transcription (FT) impliqué dans la réponse aux stress ionique. Ainsi, la plupart des constituants de la voie de signalisation de la calcineurin restent encore à être identifiés chez C. albicans.Dans ce travail de thèse, la voie de signalisation de la calcineurin a été étudiée de sorte à i) caractériser le rôle de la calcineurin dans la biologie de C. albicans, ii) identifier de nouvelles cibles de la calcineurin et iii) caractériser le phénomène de tolérance aux antifongiques. A ce propos, quatre approches ont été entreprises.Premièrement, des puces à ADN de C. albicans ont été utilisées afin d'identifier les gènes dépendants de la calcineurin (GDCs). Les GDCs étant étroitement dépendants du stimulus utilisé pour activer la calcineurin, le biais «stimulus» a été évité via la construction d'une souche exprimant une forme tronquée et autoactive de la calcineurin (Cmp1tr), en présence de doxycycline. La caractérisation de Cmp1tr a été entreprise et les résultats ont montré qu'elle mimait une calcineurin sauvage et activée pour la plupart des phénotypes testés (i.e. dépendance à Cnb1, inhibition par le FK506, activité phosphatase 2B, déphosphorylation de Crz1 et régulation de gènes dépendant de la calcineurin, rôle dans la tolérance et la susceptibilité aux antifongiques, rôle dans la formation des colonies sur milieu Spider). Cmp1tr a donc été considéré comme un outil pertinent pour l'étude de la voie de signalisation de la calcineurin. Les analyses in silico des GDCs ont permis l'identification i) d'un chevauchement entre les GDCs èt les gènes régulés par la voie de signalisation de Cyrl, ii) d'une interaction entre la calcineurin et la réorganisation de la paroi cellulaire ainsi que le transport des phospholipides, iii) d'une interaction entre calcineurin et la régulation de la traduction et iv) une relation entre la calcineurin et la régulation du protéasome. De plus, une analyse in silico des promoteurs des GDCs avec une régulation indépendante de Crz1 a permis d'identifier deux FTs qui pourraient être des cibles directes de la calcineurin, Rpn4 et Mnll.Deuxièmement, afin de caractériser la tolérance aux azoles, il a été entrepris i) de confirmer le rôle de Hsp90 dans la tolérance au fluconazole en utilisant un système d'expression dépendant de la doxycycline et ii) de caractériser sa dépendance à la calcineurin. Hsp90 a été montré impliqué dans la tolérance aux azoles. Cependant, les résultats n'ont pas corroboré une hypothèse expliquant le rôle d'Hsp90 dans la tolérance aux antifongiques par son unique. interaction avec la calcineurin. Il a été proposé que le rôle d'Hsp90 dans la tolérance aux antifongiques soit dû à ces multiples interactions avec le protéome de C. albicans plutôt que par son interaction avec un partenaire unique.Troisièmement, une collection de mutant pour des FTs de C. albicans a été criblée pour une perte de tolérance au fluconazole ou à la terbinafine, de sorte à identifier les FTs impliqués dans la tolérance aux antifongiques. Sur les 265 FTs passés au crible, seul le mutant upc2Δ/Δ a montré une perte de tolérance au fluconazole et à la terbinafine. Aucune relation n'a été trouvée entre la calcineurin et l'activité d'Upc2. Ces résultats suggèrent que la perte de tolérance aux antifongiques ne doit pas être considérée comme un phénomène exclusivement lié à la voie de signalisation de la calcineurin.Quatrièmement, en utilisant la cytométrie de flux, la présence de signes de mort cellulaire programmée (MCP) a été recherchée lors de la perte de tolérance du mutant calcineurin incubé avec de la terbinafine. Une grande proportion de cellules mortes incluant ou non une production de ROS (un signe de MCP) a été détectée dans le mutant calcineurin. Ces résultats préliminaires suggèrent que la calcineurin réprime autant la perte d'homéostasie qu'elle régule l'entrée en MCP. Cependant d'autres analyses sont nécessaires pour démontrer clairement le rôle de la calcineurin dans la régulation de la MCP.En conclusion, ce travail de thèse a permis i) l'identification de plusieurs cibles possibles de la calcineurine, ii) la découverte de plusieurs interactions entre la calcineurine et d'autres voies de signalisation et processus biologiques importants et iii) de démontrer la présence de voies indépendantes de la calcineurine impliquées dans la tolérance aux antifongiques chez C. albicans.

Comparison of skin microvascular reactivity with hemostatic markers of endothelial dysfunction and damage in type 2 diabetes.

AIM: Patients with non-insulin-dependent diabetes mellitus (NIDDM) are at increased cardiovascular risk due to an accelerated atherosclerotic process. The present study aimed to compare skin microvascular function, pulse wave velocity (PWV), and a variety of hemostatic markers of endothelium injury [von Willebrand factor (vWF), plasminogen activator inhibitor-1 (PAI-1), tissue plasminogen activator (t-PA), tissue factor pathway inhibitor (TFPI), and the soluble form of thrombomodulin (s-TM)] in patients with NIDDM. METHODS: 54 patients with NIDDM and 38 sex- and age-matched controls were studied. 27 diabetics had no overt micro- and/or macrovascular complications, while the remainder had either or both. The forearm skin blood flow was assessed by laser-Doppler imaging, which allowed the measurement of the response to iontophoretically applied acetylcholine (endothelium-dependent vasodilation) and sodium nitroprusside (endothelium-independent vasodilation), as well as the reactive hyperemia triggered by the transient occlusion of the circulation. RESULTS: Both endothelial and non-endothelial reactivity were significantly blunted in diabetics, regardless of the presence or the absence of vascular complications. Plasma vWF, TFPI and s-TM levels were significantly increased compared with controls only in patients exhibiting vascular complications. Concentrations of t-PA and PAI-1 were significantly increased in the two groups of diabetics versus controls. CONCLUSION: In NIDDM, both endothelium-dependent and -independent microvascular skin reactivity are impaired, whether or not underlying vascular complications exist. It also appears that microvascular endothelial dysfunction is not necessarily associated in NIDDM with increased circulating levels of hemostatic markers of endothelial damage known to reflect a hypercoagulable state.