The Mechanisms of Hedgehog Signal Transduction

Studies in both vertebrates and invertebrates have identified proteins of the Hedgehog (Hh) family of secreted signaling molecules as key organizers of tissue patterning. Initially discovered in Drosophila in 1992, Hh family members have been discovered in animals with body plans as diverse as those of mammals, insects and echinoderms. In humans three related Hh genes have been identified: Sonic, Indian and Desert hedgehog (Shh, Ihh and Dhh). Transduction of the Hh signal to the cytoplasm utilizes an unusual mechanism involving consecutive repressive interactions between Hh and its receptor components, Patched (Ptc) and Smoothened (Smo). Several cytoplasmic proteins involved in Hh signal transduction are known in Drosophila, but mammalian homologs are known only for the Cubitus interruptus (Ci) transcription factor (GLI(1-3)) and for the Ci/GLI-associated protein, Suppressor of Fused (Su(fu)). In this study I analyzed the mechanisms of how the Hh receptor Ptc regulates the signal transducer Smo, and how Smo relays the Shh signal from the cell surface to the cytoplasm ultimately leading to the activation of GLI transcription factors. In Drosophila, the kinesin-like protein Costal2 (Cos2) is required for suppression of Hh target gene expression in the absence of ligand, and loss of Cos2 causes embryonic lethality. Cos2 acts by bridging Smo to the Ci. Another protein, Su(Fu) exerts a weak suppressive influence on Ci activity and loss of Su(Fu) causes subtle changes in Drosophila wing pattern. This study revealed that domains in Smo that are critical for Cos2 binding in Drosophila are dispensable for mammalian Smo function. Furthermore, by analyzing the function of Su(Fu) and the closest mouse homologs of Cos2 by protein overexpression and RNA interference I found that inhibition of the Hh response pathway in the absence of ligand does not require Cos2 activity, but instead critically depends on the activity of Su(Fu). These results indicate that a major change in the mechanism of action of a conserved signaling pathway occurred during evolution, probably through phenotypic drift made possible by the existence in some species of two parallel pathways acting between the Hh receptor and the Ci/GLI transcription factors. In a second approach to unravel Hh signaling we cloned > 90% of all human full-length protein kinase cDNAs and constructed the corresponding kinase-activity deficient mutants. Using this kinome resource as a screening tool, two kinases, MAP3K10 and DYRK2 were found to regulate Shh signaling. DYRK2 directly phosphorylated and induced the proteasome dependent degradation of the key Hh-pathway regulated transcription factor, GLI2. MAP3K10, in turn, affected GLI2 indirectly by modulating the activity of DYRK2.

Minimum enclosing spheres formulations for support vector ordinal regression

We present two new support vector approaches for ordinal regression. These approaches find the concentric spheres with minimum volume that contain most of the training samples. Both approaches guarantee that the radii of the spheres are properly ordered at the optimal solution. The size of the optimization problem is linear in the number of training samples. The popular SMO algorithm is adapted to solve the resulting optimization problem. Numerical experiments on some real-world data sets verify the usefulness of our approaches for data mining.

Micro-satellite angular rate estimation using second-order sliding mode observer

Development of computationally efficient and accurate attitude rate estimation algorithm using low-cost commercially available star sensor arrays and processing unit for micro-satellite mission is presented. Our design reduces the computational load of least square (LS)-based rate estimation method while maintaining the same accuracy compared to other rate estimation approaches. Furthermore, rate estimation accuracy is improved by using recently developed fast and accurate second-order sliding mode observer (SOSMO) scheme. It also gives robust estimation in the presence of modeling uncertainties, unknown disturbances, and measurement noise. Simulation study shows that rate estimation accuracy achieved by our LS-based method is comparable with other methods for a typical commercially available star sensor array. The robustness analysis of SOSMO with respect to measurement noise is also presented in this paper. Simulation test bench for a practical scenario of satellite rate estimation uses moment-of-inertia variation and environmental disturbances affecting a typical micro-satellite at 500km circular orbit. Comparison studies of SOSMO with 1-SMO and pseudo-linear Kalman filter show that satisfactory estimation accuracy is achieved by SOSMO.

Smoothened signal transduction is promoted by G protein-coupled receptor kinase 2.

Deregulation of the Sonic hedgehog pathway has been implicated in an increasing number of human cancers. In this pathway, the seven-transmembrane (7TM) signaling protein Smoothened regulates cellular proliferation and differentiation through activation of the transcription factor Gli. The activity of mammalian Smoothened is controlled by three different hedgehog proteins, Indian, Desert, and Sonic hedgehog, through their interaction with the Smoothened inhibitor Patched. However, the mechanisms of signal transduction from Smoothened are poorly understood. We show that a kinase which regulates signaling by many "conventional" 7TM G-protein-coupled receptors, G protein-coupled receptor kinase 2 (GRK2), participates in Smoothened signaling. Expression of GRK2, but not catalytically inactive GRK2, synergizes with active Smoothened to mediate Gli-dependent transcription. Moreover, knockdown of endogenous GRK2 by short hairpin RNA (shRNA) significantly reduces signaling in response to the Smoothened agonist SAG and also inhibits signaling induced by an oncogenic Smoothened mutant, Smo M2. We find that GRK2 promotes the association between active Smoothened and beta-arrestin 2. Indeed, Gli-dependent signaling, mediated by coexpression of Smoothened and GRK2, is diminished by beta-arrestin 2 knockdown with shRNA. Together, these data suggest that GRK2 plays a positive role in Smoothened signaling, at least in part, through the promotion of an association between beta-arrestin 2 and Smoothened.

Bacterial dioxygenase- and monooxygenase-catalysed sulfoxidation of benzo[b]thiophenes

Asymmetric heteroatom oxidation of benzo[b]thiophenes to yield the corresponding sulfoxides was catalysed by toluene dioxygenase (TDO), naphthalene dioxygenase (NDO) and styrene monooxygenase (SMO) enzymes present in P. putida mutant and E. coli recombinant whole cells. TDO-catalysed oxidation yielded the relatively unstable benzo[b] thiophene sulfoxide; its dimerization, followed by dehydrogenation, resulted in the isolation of stable tetracyclic sulfoxides as minor products with cis-dihydrodiols being the dominant metabolites. SMO mainly catalysed the formation of enantioenriched benzo[b] thiophene sulfoxide and 2-methyl benzo[b] thiophene sulfoxides which racemized at ambient temperature. The barriers to pyramidal sulfur inversion of 2- and 3-methyl benzo[b] thiophene sulfoxide metabolites, obtained using TDO and NDO as biocatalysts, were found to be ca.: 25-27 kcal mol(-1). The absolute configurations of the benzo[b] thiophene sulfoxides were determined by ECD spectroscopy, X-ray crystallography and stereochemical correlation. A site-directed mutant E. coli strain containing an engineered form of NDO, was found to change the regioselectivity toward preferential oxidation of the thiophene ring rather than the benzene ring.

Improved conjugate gradient implementation for least squares support vector machines

As a promising method for pattern recognition and function estimation, least squares support vector machines (LS-SVM) express the training in terms of solving a linear system instead of a quadratic programming problem as for conventional support vector machines (SVM). In this paper, by using the information provided by the equality constraint, we transform the minimization problem with a single equality constraint in LS-SVM into an unconstrained minimization problem, then propose reduced formulations for LS-SVM. By introducing this transformation, the times of using conjugate gradient (CG) method, which is a greatly time-consuming step in obtaining the numerical solution, are reduced to one instead of two as proposed by Suykens et al. (1999). The comparison on computational speed of our method with the CG method proposed by Suykens et al. and the first order and second order SMO methods on several benchmark data sets shows a reduction of training time by up to 44%. (C) 2011 Elsevier B.V. All rights reserved.

Primary cilia and the regulation of hedgehog signaling: link to cardiac development

RESUMO: As células eucarióticas evoluíram um sistema de sinalização complexo que lhes permite responder aos sinais extracelulares e intracelulares. Desta forma, as vias de sinalização são essenciais para a sobrevivência da célula e do organismo, uma vez que regulam processos fundamentais, tais como o desenvolvimento, o crescimento, a imunidade, e a homeostase dos tecidos. A via de transdução de sinal Hedgehog (Hh) envolve o receptor Patched1 (Ptch1), que tem um efeito inibidor sobre a proteína Smoothened (Smo) na ausência dos seus ligandos, as proteínas Sonic hedgehog (Shh). Estas proteínas são reguladores fundamentais do desenvolvimento embrionário, como ilustrado pelas malformações drásticas observadas em embriões humanos e de murganho com perturbações da transdução de sinal da via Hh e que incluem polidactilia, defeitos craniofaciais e malformações ósseas. Igualmente importantes são as consequências da ativação inapropriada da via de sinalização Hh na formação de tumores. Curiosamente, os componentes desta via localizam-se nos cílios primários. Além disso, demonstrou-se que esta localização é crucial para a sinalização através da via Hh. Na presença dos ligandos, Ptch1 é internalizado e destinado a degradação ou sequestrado num compartimento da célula de onde não pode desempenhar o seu papel inibitório. A proteína Arl13b é uma pequena GTPase pertencente à família Arf/Arl da superfamília Ras de pequenas GTPases e foi implicada no síndrome de Joubert, uma ciliopatia caracterizada por ataxia congénita cerebelar, hipotonia, atrso mental e cardiopatia congénita. Murganhos deficientes para Arl13b, chamado hennin (hnn) morrem morrem prematuramente ao dia 13,5 de gestação (E13,5) e exibem anomalias morfológicas nos cílios que levam à interrupção da sinalização Hh. Além disso, a Arl13b está diretamente envolvida na regulação da via Hh, controlando a localização de vários componentes desta via nos cílios primários. Neste trabalho, mostramos que a Arl13b se localiza em circular dorsal ruffles (CDRs), que são estruturas de actina envolvidas em macropinocitose e internalização de recetores, e que regula a sua formação. Além disso, aprofundámos o conhecimento do processo de ativação da via de sinalização Hh, mostrando que as CDRs sequestram seletivamente e internalizam o recetor Ptch1. As CDRs formam-se minutos após ativação da via por ligandos Shh ou pelo agonista de Smo SAG e continuam a ser formadas a partir daí, sugerindo uma indução contínua da reorganização do citoesqueleto de actina quando a via está ativada. Observámos ainda que a inibição da formação de CDRs através do silenciamento de WAVE1, uma proteína necessária para a formação destas estruturas, resulta na diminuição da ativação da via de sinalização Hh. Além disso, o bloqueio da macropinocitose, que se segue ao fecho das CDRs, através do silenciamento de uma proteína necessária para a cisão de macropinossomas, nomeadamente a proteína BARS, tem um efeito semelhante. Estes resultados sugerem que as CDRs e a macropinocitose são necessárias para a ativação da via de sinalização Hh e indicam que esta via de internalização controla os níveis de sinal Hh. Durante o desenvolvimento, as células proliferativas dependem do cílio primário para a transdução de várias vias de sinalização. A via Hh induz a diferenciação do músculo cardíaco. Por conseguinte, os murganhos deficientes na via de sinalização Hh exibem uma variedade de defeitos de lateralidade, incluindo alteração do looping do coração, como pode ser visto em murganhos deficientes para Arl13b. Por conseguinte, investigámos o papel da Arl13b no desenvolvimento do coração. Mostramos que a Arl13b é altamente expressa no coração de embriões de murganho e de murganhos adultos ao nível do mRNA e da proteína. Além disso, o perfil de distribuição da Arl13b no coração segue o dos cílios primários, que são essenciais para o desenvolvimento cardíaco. Corações de murganhos hnn no estadio E12,5 mostram um canal átrio-ventricular aberto, espessamento da camada compacta ventricular e aumento do índice mitótico no ventrículo esquerdo. Além disso, um atraso de 1 a 2 dias no desenvolvimento é observado em corações de murganhos hnn, quando comparados com controlos selvagens no estadio E13,5. Assim, estes resultados sugerem que a Arl13b é necessária para o desenvolvimento embrionário do coração e que defeitos cardíacos podem contribuir para a letalidade embrionária de murganhos hnn. Em suma, foi estabelecido um novo mecanismo para a regulação dos níveis de superfície do recetor Ptch1, que envolve a remodelação do citoesqueleto de actina e a formação de CDRs após a ativação da via de sinalização Hh. Este mecanismo permite um feedback negativo que evita a repressão excessiva da via através da remoção de Ptch1 da superfície da célula. Além disso, determinou-se que uma mutação de perda de função na Arl13b causa defeitos cardíacos durante o desenvolvimento, possivelmente relacionados com a associação dos defeitos em cílios primários e na sinalização Hh, existentes em murganhos deficientes para Arl13b. A via de sinalização Hh tem tido um papel central entre as vias de sinalização, uma vez que a sua regulação é crucial para o funcionamento apropriada da célula. Assim, a descoberta de um novo mecanismo de tráfego através de macropinocitose e CDRs que controla a ativação e repressão da via de sinalização Hh traz novas perspetivas de como esta via pode ser regulada e pode ainda conduzir à identificação de novos alvos e estratégias terapêuticas. --------------------ABSTRACT: Eukaryotic cells have evolved a complex signaling system that allows them to respond to extracellular and intracellular cues. Signaling pathways are essential for cell and organism survival, since they regulate fundamental processes such as development, growth, immunity, and tissue homeostasis. The Hedgehog (Hh) pathway of signal transduction involves the receptor Patched1 (Ptch1), which has an inhibitory effect on Smoothened (Smo) in the absence of its ligands, the Sonic hedgehog (Shh) proteins. These proteins are fundamental regulators of embryonic development, as illustrated by the dramatic malformations seen in human and mouse embryos with perturbed Hh signal transduction that include polydactyly, craniofacial defects and skeletal malformations. Equally important are the consequences of inappropriate activation of the Hh signaling response in tumor formation. Interestingly, the components of this pathway localize to primary cilia. Moreover, it has been shown that this localization is crucial for Hh signaling. However, in the presence of the ligands, Ptch1 is internalized and destined for degradation or sequestered in a cell compartment where it no longer can play its inhibitory role. ADP-ribosylation factor-like (Arl) 13b, a small GTPase belonging to Arf/Arl family of the Ras superfamily of small GTPases has been implicated in Joubert syndrome, a ciliopathy characterized by congenital cerebellar ataxia, hypotonia, intellectual disability and congenital heart disease. Arl13b-deficient mice, called hennin (hnn) die at embryonic day 13.5 (E13.5) and display morphological abnormalities in primary cilia that lead to the disruption of Hh signaling. Furthermore, Arl13b is directly involved in the regulation of Hh signaling by controlling the localization of several components of this pathway to primary cilia. Here, we show that Arl13b localizes to and regulates the formation of circular dorsal rufles (CDRs), which are actin-basedstructures known to be involved in macropinocytosis and receptor internalization. Additionally, we extended the knowledge of the Hh signaling activation process by showing that CDRs selectively sequester and internalize Ptch1 receptors. CDRs are formed minutes after Hh activation by Shh ligands or the Smo agonist SAG and keep being formed thereafter, suggesting a continuous induction of actin reorganization when the pathway is switched on. Importantly, we observed that disruption of CDRs by silencing WAVE1, a protein required for CDR formation, results in down-regulation of Hh signaling activation. Moreover, the blockade of macropinocytosis, which follows CDR closure, through silencing of a protein necessary for the fission of macropinosomes, namely BARS has a similar effect. These results suggest that CDRs and macropinocytosis are necessary for activation of Hh signaling and indicate that this pathway of internalization controls Hh signal levels. During development, proliferating cells rely on the primary cilium for the transduction of several signaling pathways. Hh induces the differentiation of cardiac muscle. Accordingly, Hh-deficient mice display a variety of laterality defects, including alteration of heart looping, as seen in Arl13b-deficient mice. Therefore, we investigated the role of Arl13b in heart development. We show that Arl13b is highly expressed in the heart of both embryonic and adult mice at mRNA and protein levels. Also, Arl13b localization profile mimics that of primary cilia, which have been shown to be essential to early heart development. E12.5 hnn hearts show an open atrioventricular channel, increased thickening of the ventricular compact layer and increased mitotic index in the left ventricle. Moreover, a delay of 1 to 2 days in development is observed in hnn hearts, when compared to wild-type controls at E13.5. Hence, these results suggest that Arl13b is necessary for embryonic heart development and that cardiac defects might contribute to the embryonic lethality of hnn mice. Altogether, we established a novel mechanism for the regulation of Ptch1 surface levels, involving cytoskeleton remodeling and CDR formation upon Hh signaling activation. This mechanism allows a negative feedback loop that prevents excessive repression of the pathway by removing Ptch1 from the cell surface. Additionally, we determined that the Arl13b loss-offunction mutation causes cardiac defects during development, possibly related to the associated ciliary and Hh signaling defects found in Arl13b-deficient mice. Hh signaling has taken a center stage among the signaling pathways since its regulation is crucial for the appropriate output and function of the cell. Hence, the finding of a novel trafficking mechanism through CDRs and macropinocytosis that controls Hh signaling activation and repression brings new insights to how this pathway can be regulated and can lead to the discovery of novel therapeutic targets and strategies.

The importance of the Hedgehog signaling pathway at the level of the blood-brain barrier

La barrière hémato-encéphalique (BHE) protège le système nerveux central (SNC) en contrôlant le passage des substances sanguines et des cellules immunitaires. La BHE est formée de cellules endothéliales liées ensemble par des jonctions serrées et ses fonctions sont maintenues par des astrocytes, celles ci sécrétant un nombre de facteurs essentiels. Une analyse protéomique de radeaux lipidiques de cellules endothéliales de la BHE humaine a identifié la présence de la voie de signalisation Hedgehog (Hh), une voie souvent liées à des processus de développement embryologique ainsi qu’au niveau des tissus adultes. Suite à nos expériences, j’ai déterminé que les astrocytes produisent et secrètent le ligand Sonic Hh (Shh) et que les cellules endothéliales humaines en cultures primaires expriment le récepteur Patched (Ptch)-1, le co-récepteur Smoothened (Smo) et le facteur de transcription Gli-1. De plus, l’activation de la voie Hh augmente l’étanchéité des cellules endothéliales de la BHE in vitro. Le blocage de l’activation de la voie Hh en utilisant l’antagoniste cyclopamine ainsi qu’en utilisant des souris Shh déficientes (-/-) diminue l’expression des protéines de jonctions serrées, claudin-5, occcludin, et ZO-1. La voie de signalisation s’est aussi montrée comme étant immunomodulatoire, puisque l’activation de la voie dans les cellules endothéliales de la BHE diminue l’expression de surface des molécules d’adhésion ICAM-1 et VCAM-1, ainsi que la sécrétion des chimiokines pro-inflammatoires IL-8/CXCL8 et MCP-1/CCL2, créant une diminution de la migration des lymphocytes CD4+ à travers une monocouche de cellules endothéliales de la BHE. Des traitements avec des cytokines pro-inflammatoires TNF-α and IFN-γ in vitro, augmente la production de Shh par les astrocytes ainsi que l’expression de surface de Ptch-1 et de Smo. Dans des lésions actives de la sclérose en plaques (SEP), où la BHE est plus perméable, les astrocytes hypertrophiques augmentent leur expression de Shh. Par contre, les cellules endothéliales de la BHE n’augmentent pas leur expression de Ptch-1 ou Smo, suggérant une dysfonction dans la voie de signalisation Hh. Ces résultats montrent que la voie de signalisation Hh promeut les propriétés de la BHE, et qu’un environnement d’inflammation pourrait potentiellement dérégler la BHE en affectant la voie de signalisation Hh des cellules endothéliales.

Prediction of Key Symptoms of Learning Disabilities in School-Age Children Using Rough Sets

This paper highlights the prediction of learning disabilities (LD) in school-age children using rough set theory (RST) with an emphasis on application of data mining. In rough sets, data analysis start from a data table called an information system, which contains data about objects of interest, characterized in terms of attributes. These attributes consist of the properties of learning disabilities. By finding the relationship between these attributes, the redundant attributes can be eliminated and core attributes determined. Also, rule mining is performed in rough sets using the algorithm LEM1. The prediction of LD is accurately done by using Rosetta, the rough set tool kit for analysis of data. The result obtained from this study is compared with the output of a similar study conducted by us using Support Vector Machine (SVM) with Sequential Minimal Optimisation (SMO) algorithm. It is found that, using the concepts of reduct and global covering, we can easily predict the learning disabilities in children

Prediction of Learning Disabilities in School Age Children using SVM and Decision Tree

This paper highlights the prediction of Learning Disabilities (LD) in school-age children using two classification methods, Support Vector Machine (SVM) and Decision Tree (DT), with an emphasis on applications of data mining. About 10% of children enrolled in school have a learning disability. Learning disability prediction in school age children is a very complicated task because it tends to be identified in elementary school where there is no one sign to be identified. By using any of the two classification methods, SVM and DT, we can easily and accurately predict LD in any child. Also, we can determine the merits and demerits of these two classifiers and the best one can be selected for the use in the relevant field. In this study, Sequential Minimal Optimization (SMO) algorithm is used in performing SVM and J48 algorithm is used in constructing decision trees.

Los indianos y la instrucci??n p??blica en Asturias (Oviedo)

Aportar algunos datos que ayuden a desvelar el protagonismo que en el desarrollo de la infraestructura escolar de la ??poca de la Restauraci??n le correspond??a a la beneficencia particular y, en su contexto, a las aportaciones de los emigrantes, sugiriendo asimismo algunas de las posibles motivaciones que los condujeron a efectuar tales donaciones. Importancia de las donaciones realizadas por indianos en la instrucci??n p??blica en Asturias. Las variables analizadas son dos relaciones de datos: n??mero de donaciones y cantidad total de escuelas. Censos de escuelas. Bibliograf??a sobre el tema. Se establecen comparaciones entre ambas series estad??sticas de datos y as?? se determina el peso que la beneficencia tuvo en la construcci??n de locales de Ense??anza Primaria. Se descubre una concentraci??n de donaciones que disminuye al alejarse de la zona central y de la costa. Existen concejos como El Franco, Boal, Navia, Luarca, Cudillero, Llanes o Ribadedeva donde los emigrantes contribuyeron de modo mayoritario con respecto a otros donantes, e incluso en relaci??n a las aportaciones del Estado y los municipios. El aporte de los emigrantes a la instrucci??n p??blica no se agotaba con la simple erecci??n de locales, sino que adem??s, efectuaban donativos en dinero, t??tulos del Estado o del extranjero, otorgaban premios e incentivos destinados a fomentar y extender la ense??anza, hac??an aportaciones destinadas a mejorar la infraestructura escolar (crearon bibliotecas y comedores, proporcionaron huertas, campos de juego, vestuarios, material did??ctico, etc.). Tambi??n aportaron cierta renovaci??n en el campo de las orientaciones pedag??gicas y algunas de sus fundaciones adoptaban m??todos que parec??an recoger lo m??s tecnificado de la Pedagog??a internacional de por entonces. Las aportaciones de los indianos en concreto, no tuvieron en conjunto tanta importancia como las realizadas por los emigrantes pero hay que tener en cuenta que las aportaciones individuales de los americanos se encuentran entre los m??s espl??ndidos casos de dotaci??n de fundaciones de ense??anza que se hayan realizado en la regi??n. Entre las posibles motivaciones que pudieron tener los indianos para realizar donaciones se citan: su propia falta de cultura, la rentabilizaci??n econ??mica de la ense??anza en cuanto que en ocasiones les proporcionaba mano de obra barata, la rentabilizaci??n social de sus donaciones en cuanto que les proporcionaban respetabilidad y reconocimiento social que se traduc??a en integraci??n en la clase social aristocr??tica, concesi??n de t??tulos nobiliarios, etc. Se puede interpretar que la espectacularidad ostentosa de muchas de las fundaciones realizadas por los indianos obedecen m??s que a su ego??smo o a su generosidad, a la funcionalidad que estas pr??cticas adquieren en el contexto de la promoci??n e integraci??n dentro de una determinada clase social. Las pr??cticas ben??ficas tambi??n pueden explicarse a partir del c??lculo meditado o a partir de la racionalidad que es inherente a cualquier comportamiento de clase.